content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--fb1c0766-b769-4e93-8f7b-951ea85e495d'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 1, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:1f75aaf5-b734-8af1-a23b-863cad225931', 'checkpoint_ns': 'llm_call:1f75aaf5-b734-8af1-a23b-863cad225931', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='I' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--fb1c0766-b769-4e93-8f7b-951ea85e495d'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 1, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:1f75aaf5-b734-8af1-a23b-863cad225931', 'checkpoint_ns': 'llm_call:1f75aaf5-b734-8af1-a23b-863cad225931', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content="'ll" additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--fb1c0766-b769-4e93-8f7b-951ea85e495d'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 1, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:1f75aaf5-b734-8af1-a23b-863cad225931', 'checkpoint_ns': 'llm_call:1f75aaf5-b734-8af1-a23b-863cad225931', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' check' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--fb1c0766-b769-4e93-8f7b-951ea85e495d'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 1, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:1f75aaf5-b734-8af1-a23b-863cad225931', 'checkpoint_ns': 'llm_call:1f75aaf5-b734-8af1-a23b-863cad225931', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' the' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--fb1c0766-b769-4e93-8f7b-951ea85e495d'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 1, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:1f75aaf5-b734-8af1-a23b-863cad225931', 'checkpoint_ns': 'llm_call:1f75aaf5-b734-8af1-a23b-863cad225931', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' current' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--fb1c0766-b769-4e93-8f7b-951ea85e495d'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 1, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:1f75aaf5-b734-8af1-a23b-863cad225931', 'checkpoint_ns': 'llm_call:1f75aaf5-b734-8af1-a23b-863cad225931', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' G' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--fb1c0766-b769-4e93-8f7b-951ea85e495d'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 1, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:1f75aaf5-b734-8af1-a23b-863cad225931', 'checkpoint_ns': 'llm_call:1f75aaf5-b734-8af1-a23b-863cad225931', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='NS' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--fb1c0766-b769-4e93-8f7b-951ea85e495d'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 1, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:1f75aaf5-b734-8af1-a23b-863cad225931', 'checkpoint_ns': 'llm_call:1f75aaf5-b734-8af1-a23b-863cad225931', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='3' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--fb1c0766-b769-4e93-8f7b-951ea85e495d'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 1, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:1f75aaf5-b734-8af1-a23b-863cad225931', 'checkpoint_ns': 'llm_call:1f75aaf5-b734-8af1-a23b-863cad225931', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' topology' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--fb1c0766-b769-4e93-8f7b-951ea85e495d'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 1, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:1f75aaf5-b734-8af1-a23b-863cad225931', 'checkpoint_ns': 'llm_call:1f75aaf5-b734-8af1-a23b-863cad225931', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' for' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--fb1c0766-b769-4e93-8f7b-951ea85e495d'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 1, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:1f75aaf5-b734-8af1-a23b-863cad225931', 'checkpoint_ns': 'llm_call:1f75aaf5-b734-8af1-a23b-863cad225931', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' you' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--fb1c0766-b769-4e93-8f7b-951ea85e495d'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 1, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:1f75aaf5-b734-8af1-a23b-863cad225931', 'checkpoint_ns': 'llm_call:1f75aaf5-b734-8af1-a23b-863cad225931', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='.' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--fb1c0766-b769-4e93-8f7b-951ea85e495d'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 1, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:1f75aaf5-b734-8af1-a23b-863cad225931', 'checkpoint_ns': 'llm_call:1f75aaf5-b734-8af1-a23b-863cad225931', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--fb1c0766-b769-4e93-8f7b-951ea85e495d' tool_calls=[{'name': 'gns3_topology_reader', 'args': {}, 'id': 'call_00_ClFP9FedJBDG62q6j880FcsS', 'type': 'tool_call'}] tool_call_chunks=[{'name': 'gns3_topology_reader', 'args': '', 'id': 'call_00_ClFP9FedJBDG62q6j880FcsS', 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 1, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:1f75aaf5-b734-8af1-a23b-863cad225931', 'checkpoint_ns': 'llm_call:1f75aaf5-b734-8af1-a23b-863cad225931', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--fb1c0766-b769-4e93-8f7b-951ea85e495d' tool_calls=[{'name': '', 'args': {}, 'id': None, 'type': 'tool_call'}] tool_call_chunks=[{'name': None, 'args': '{}', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 1, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:1f75aaf5-b734-8af1-a23b-863cad225931', 'checkpoint_ns': 'llm_call:1f75aaf5-b734-8af1-a23b-863cad225931', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'finish_reason': 'tool_calls', 'model_name': 'deepseek-chat', 'system_fingerprint': 'fp_ffc7281d48_prod0820_fp8_kvcache', 'model_provider': 'deepseek'} id='lc_run--fb1c0766-b769-4e93-8f7b-951ea85e495d' usage_metadata={'input_tokens': 3297, 'output_tokens': 25, 'total_tokens': 3322, 'input_token_details': {'cache_read': 0}, 'output_token_details': {}} chunk_position='last'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 1, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:1f75aaf5-b734-8af1-a23b-863cad225931', 'checkpoint_ns': 'llm_call:1f75aaf5-b734-8af1-a23b-863cad225931', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content="{'project_id': 'f2f7ed27-7aa3-4b11-a64c-da947a2c7210', 'name': 'network_ai', 'status': 'opened', 'nodes': {'R-1': {'server': '127.0.0.1', 'name': 'R-1', 'node_id': 'dae0b5be-03aa-492d-939c-72f2bbe1d74a', 'console_port': 5012, 'console_type': 'telnet', 'type': 'qemu', 'ports': [{'name': 'Ge 0/0', 'short_name': 'Ge 0/0'}, {'name': 'Ge 0/1', 'short_name': 'Ge 0/1'}, {'name': 'Ge 0/2', 'short_name': 'Ge 0/2'}, {'name': 'Ge 0/3', 'short_name': 'Ge 0/3'}, {'name': 'Ge 0/4', 'short_name': 'Ge 0/4'}, {'name': 'Ge 0/5', 'short_name': 'Ge 0/5'}, {'name': 'Ge 0/6', 'short_name': 'Ge 0/6'}, {'name': 'Ge 0/7', 'short_name': 'Ge 0/7'}, {'name': 'Ge 0/8', 'short_name': 'Ge 0/8'}, {'name': 'Ge 0/9', 'short_name': 'Ge 0/9'}, {'name': 'Ge 0/10', 'short_name': 'Ge 0/10'}, {'name': 'Ge 0/11', 'short_name': 'Ge 0/11'}, {'name': 'Ge 0/12', 'short_name': 'Ge 0/12'}, {'name': 'Ge 0/13', 'short_name': 'Ge 0/13'}, {'name': 'Ge 0/14', 'short_name': 'Ge 0/14'}, {'name': 'Ge 0/15', 'short_name': 'Ge 0/15'}], 'x': -630, 'y': -180}, 'R-2': {'server': '127.0.0.1', 'name': 'R-2', 'node_id': '770c835c-83ae-42ce-a2b9-9a88fb4d2145', 'console_port': 5014, 'console_type': 'telnet', 'type': 'qemu', 'ports': [{'name': 'Ge 0/0', 'short_name': 'Ge 0/0'}, {'name': 'Ge 0/1', 'short_name': 'Ge 0/1'}, {'name': 'Ge 0/2', 'short_name': 'Ge 0/2'}, {'name': 'Ge 0/3', 'short_name': 'Ge 0/3'}, {'name': 'Ge 0/4', 'short_name': 'Ge 0/4'}, {'name': 'Ge 0/5', 'short_name': 'Ge 0/5'}, {'name': 'Ge 0/6', 'short_name': 'Ge 0/6'}, {'name': 'Ge 0/7', 'short_name': 'Ge 0/7'}, {'name': 'Ge 0/8', 'short_name': 'Ge 0/8'}, {'name': 'Ge 0/9', 'short_name': 'Ge 0/9'}, {'name': 'Ge 0/10', 'short_name': 'Ge 0/10'}, {'name': 'Ge 0/11', 'short_name': 'Ge 0/11'}, {'name': 'Ge 0/12', 'short_name': 'Ge 0/12'}, {'name': 'Ge 0/13', 'short_name': 'Ge 0/13'}, {'name': 'Ge 0/14', 'short_name': 'Ge 0/14'}, {'name': 'Ge 0/15', 'short_name': 'Ge 0/15'}], 'x': -405, 'y': -180}, 'R-3': {'server': '127.0.0.1', 'name': 'R-3', 'node_id': '5f875fef-f795-4f06-96b2-9c34a66a296d', 'console_port': 5016, 'console_type': 'telnet', 'type': 'qemu', 'ports': [{'name': 'Ge 0/0', 'short_name': 'Ge 0/0'}, {'name': 'Ge 0/1', 'short_name': 'Ge 0/1'}, {'name': 'Ge 0/2', 'short_name': 'Ge 0/2'}, {'name': 'Ge 0/3', 'short_name': 'Ge 0/3'}, {'name': 'Ge 0/4', 'short_name': 'Ge 0/4'}, {'name': 'Ge 0/5', 'short_name': 'Ge 0/5'}, {'name': 'Ge 0/6', 'short_name': 'Ge 0/6'}, {'name': 'Ge 0/7', 'short_name': 'Ge 0/7'}, {'name': 'Ge 0/8', 'short_name': 'Ge 0/8'}, {'name': 'Ge 0/9', 'short_name': 'Ge 0/9'}, {'name': 'Ge 0/10', 'short_name': 'Ge 0/10'}, {'name': 'Ge 0/11', 'short_name': 'Ge 0/11'}, {'name': 'Ge 0/12', 'short_name': 'Ge 0/12'}, {'name': 'Ge 0/13', 'short_name': 'Ge 0/13'}, {'name': 'Ge 0/14', 'short_name': 'Ge 0/14'}, {'name': 'Ge 0/15', 'short_name': 'Ge 0/15'}], 'x': -105, 'y': -255}, 'R-4': {'server': '127.0.0.1', 'name': 'R-4', 'node_id': 'ceb2e0f0-5c7e-48b2-b289-8db2ed92e5a7', 'console_port': 5018, 'console_type': 'telnet', 'type': 'qemu', 'ports': [{'name': 'Ge 0/0', 'short_name': 'Ge 0/0'}, {'name': 'Ge 0/1', 'short_name': 'Ge 0/1'}, {'name': 'Ge 0/2', 'short_name': 'Ge 0/2'}, {'name': 'Ge 0/3', 'short_name': 'Ge 0/3'}, {'name': 'Ge 0/4', 'short_name': 'Ge 0/4'}, {'name': 'Ge 0/5', 'short_name': 'Ge 0/5'}, {'name': 'Ge 0/6', 'short_name': 'Ge 0/6'}, {'name': 'Ge 0/7', 'short_name': 'Ge 0/7'}, {'name': 'Ge 0/8', 'short_name': 'Ge 0/8'}, {'name': 'Ge 0/9', 'short_name': 'Ge 0/9'}, {'name': 'Ge 0/10', 'short_name': 'Ge 0/10'}, {'name': 'Ge 0/11', 'short_name': 'Ge 0/11'}, {'name': 'Ge 0/12', 'short_name': 'Ge 0/12'}, {'name': 'Ge 0/13', 'short_name': 'Ge 0/13'}, {'name': 'Ge 0/14', 'short_name': 'Ge 0/14'}, {'name': 'Ge 0/15', 'short_name': 'Ge 0/15'}], 'x': -105, 'y': -105}, 'R-5': {'server': '127.0.0.1', 'name': 'R-5', 'node_id': '18dd23f5-fd10-49a8-8b1c-a0f741356a12', 'console_port': 5020, 'console_type': 'telnet', 'type': 'qemu', 'ports': [{'name': 'Ge 0/0', 'short_name': 'Ge 0/0'}, {'name': 'Ge 0/1', 'short_name': 'Ge 0/1'}, {'name': 'Ge 0/2', 'short_name': 'Ge 0/2'}, {'name': 'Ge 0/3', 'short_name': 'Ge 0/3'}, {'name': 'Ge 0/4', 'short_name': 'Ge 0/4'}, {'name': 'Ge 0/5', 'short_name': 'Ge 0/5'}, {'name': 'Ge 0/6', 'short_name': 'Ge 0/6'}, {'name': 'Ge 0/7', 'short_name': 'Ge 0/7'}, {'name': 'Ge 0/8', 'short_name': 'Ge 0/8'}, {'name': 'Ge 0/9', 'short_name': 'Ge 0/9'}, {'name': 'Ge 0/10', 'short_name': 'Ge 0/10'}, {'name': 'Ge 0/11', 'short_name': 'Ge 0/11'}, {'name': 'Ge 0/12', 'short_name': 'Ge 0/12'}, {'name': 'Ge 0/13', 'short_name': 'Ge 0/13'}, {'name': 'Ge 0/14', 'short_name': 'Ge 0/14'}, {'name': 'Ge 0/15', 'short_name': 'Ge 0/15'}], 'x': 195, 'y': -180}, 'R-6': {'server': '127.0.0.1', 'name': 'R-6', 'node_id': '320b1ee0-fc0e-47ac-a818-a9280a925bb6', 'console_port': 5022, 'console_type': 'telnet', 'type': 'qemu', 'ports': [{'name': 'Ge 0/0', 'short_name': 'Ge 0/0'}, {'name': 'Ge 0/1', 'short_name': 'Ge 0/1'}, {'name': 'Ge 0/2', 'short_name': 'Ge 0/2'}, {'name': 'Ge 0/3', 'short_name': 'Ge 0/3'}, {'name': 'Ge 0/4', 'short_name': 'Ge 0/4'}, {'name': 'Ge 0/5', 'short_name': 'Ge 0/5'}, {'name': 'Ge 0/6', 'short_name': 'Ge 0/6'}, {'name': 'Ge 0/7', 'short_name': 'Ge 0/7'}, {'name': 'Ge 0/8', 'short_name': 'Ge 0/8'}, {'name': 'Ge 0/9', 'short_name': 'Ge 0/9'}, {'name': 'Ge 0/10', 'short_name': 'Ge 0/10'}, {'name': 'Ge 0/11', 'short_name': 'Ge 0/11'}, {'name': 'Ge 0/12', 'short_name': 'Ge 0/12'}, {'name': 'Ge 0/13', 'short_name': 'Ge 0/13'}, {'name': 'Ge 0/14', 'short_name': 'Ge 0/14'}, {'name': 'Ge 0/15', 'short_name': 'Ge 0/15'}], 'x': 420, 'y': -180}}, 'links': [('R-1', 'Ge 0/0', 'R-2', 'Ge 0/0'), ('R-2', 'Ge 0/3', 'R-3', 'Ge 0/2'), ('R-2', 'Ge 0/4', 'R-4', 'Ge 0/2'), ('R-3', 'Ge 0/5', 'R-5', 'Ge 0/3'), ('R-4', 'Ge 0/5', 'R-5', 'Ge 0/4'), ('R-5', 'Ge 0/0', 'R-6', 'Ge 0/0'), ('R-3', 'Ge 0/0', 'R-4', 'Ge 0/0')]}" id='3c810078-6b7e-41e5-ae9c-53669617b288' tool_call_id='call_00_ClFP9FedJBDG62q6j880FcsS'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 2, 'langgraph_node': 'tool_node', 'langgraph_triggers': ('branch:to:tool_node',), 'langgraph_path': ('__pregel_pull', 'tool_node'), 'langgraph_checkpoint_ns': 'tool_node:7fa4d7c8-ad8a-5448-399c-341500102a72'}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='Here' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content="'s" additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' the' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' current' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' G' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='NS' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='3' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' topology' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=':\n\n' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='##' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Current' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Top' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='ology' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Overview' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='\n\n' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='**' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='Project' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Name' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=':**' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' network' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='_' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='ai' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='  \n' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='**' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='Project' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ID' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=':**' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' f' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='2' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='f' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='7' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='ed' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='27' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='7' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='aa' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='3' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='4' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='b' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='11' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-a' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='64' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='c' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-da' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='947' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='a' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='2' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='c' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='721' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='0' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='  \n' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='**' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='Status' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=':**' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' opened' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='\n\n' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='###' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Network' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Devices' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=':\n' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' **' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='1' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='**' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' (' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='Router' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=')' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' -' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Console' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Port' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=':' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='501' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='2' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='\n' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' **' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='2' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='**' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' (' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='Router' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=')' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' -' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Console' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Port' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=':' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='501' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='4' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='  \n' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' **' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='3' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='**' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' (' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='Router' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=')' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' -' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Console' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Port' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=':' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='501' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='6' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='\n' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' **' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='4' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='**' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' (' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='Router' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=')' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' -' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Console' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Port' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=':' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='501' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='8' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='\n' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' **' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='5' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='**' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' (' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='Router' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=')' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' -' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Console' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Port' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=':' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='502' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='0' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='\n' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' **' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='6' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='**' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' (' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='Router' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=')' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' -' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Console' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Port' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=':' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='502' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='2' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='\n\n' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='###' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Network' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Connections' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=':\n' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='1' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='.' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' **' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='1' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='**' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ↔' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' **' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='2' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='**:' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Ge' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='0' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='/' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='0' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ↔' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Ge' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='0' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='/' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='0' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='\n' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='2' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='.' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' **' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='2' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='**' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ↔' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' **' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='3' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='**:' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Ge' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='0' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='/' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='3' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ↔' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Ge' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='0' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='/' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='2' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='  \n' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='3' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='.' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' **' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='2' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='**' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ↔' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' **' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='4' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='**:' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Ge' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='0' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='/' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='4' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ↔' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Ge' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='0' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='/' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='2' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='\n' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='4' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='.' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' **' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='3' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='**' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ↔' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' **' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='5' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='**:' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Ge' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='0' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='/' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='5' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ↔' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Ge' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='0' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='/' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='3' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='\n' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='5' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='.' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' **' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='4' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='**' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ↔' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' **' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='5' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='**:' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Ge' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='0' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='/' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='5' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ↔' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Ge' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='0' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='/' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='4' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='\n' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='6' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='.' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' **' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='5' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='**' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ↔' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' **' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='6' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='**:' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Ge' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='0' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='/' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='0' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ↔' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Ge' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='0' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='/' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='0' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='\n' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='7' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='.' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' **' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='3' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='**' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ↔' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' **' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='4' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='**:' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Ge' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='0' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='/' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='0' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ↔' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Ge' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='0' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='/' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='0' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='\n\n' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='###' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Top' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='ology' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Structure' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=':\n' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='The' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' network' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' appears' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' to' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' be' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' a' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' hierarchical' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' structure' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' with' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=':\n' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='1' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' and' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='2' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' forming' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' the' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' left' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' side' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='\n' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='3' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' and' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='4' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' in' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' the' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' middle' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' layer' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='\n' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='5' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' acting' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' as' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' a' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' central' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' hub' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' connecting' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' to' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='6' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' on' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' the' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' right' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' side' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='\n' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Multiple' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' redundant' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' paths' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' between' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' devices' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='\n\n' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='All' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' devices' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' are' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' routers' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' (' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='Q' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='EM' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='U' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' type' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=')' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' and' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' each' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' has' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='16' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Gig' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='abit' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Ethernet' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' interfaces' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' (' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='Ge' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='0' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='/' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='0' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' to' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Ge' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='0' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='/' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='15' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=').' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' The' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' topology' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' shows' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' good' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' connectivity' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' with' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' multiple' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' inter' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='connections' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' between' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' routers' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='.' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'finish_reason': 'stop', 'model_name': 'deepseek-chat', 'system_fingerprint': 'fp_ffc7281d48_prod0820_fp8_kvcache', 'model_provider': 'deepseek'} id='lc_run--ff61a275-3d70-4907-b1ff-412e597dc351' usage_metadata={'input_tokens': 6222, 'output_tokens': 453, 'total_tokens': 6675, 'input_token_details': {'cache_read': 3264}, 'output_token_details': {}} chunk_position='last'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 3, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'checkpoint_ns': 'llm_call:683f3586-6f97-9c7c-be7b-6a90c0fd4d7e', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='I' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content="'ll" additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' help' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' you' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' test' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' connectivity' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' from' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='1' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' to' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='6' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='.' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' First' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=',' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' let' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' me' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' check' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' the' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' current' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' interface' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' configurations' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' and' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' routing' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' to' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' understand' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' the' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' network' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' path' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='.' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' tool_calls=[{'name': 'execute_multiple_device_commands', 'args': {}, 'id': 'call_00_CR7zNPIHWrCgQc9jTonKtlRH', 'type': 'tool_call'}] tool_call_chunks=[{'name': 'execute_multiple_device_commands', 'args': '', 'id': 'call_00_CR7zNPIHWrCgQc9jTonKtlRH', 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' tool_calls=[{'name': '', 'args': {}, 'id': None, 'type': 'tool_call'}] tool_call_chunks=[{'name': None, 'args': '{"', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': 'tool', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': 'tool', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': '_input', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '_input', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': '":', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '":', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': ' "', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': ' "', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': '[\\', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '[\\', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': 'n', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': 'n', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': '   ', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '   ', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' tool_calls=[{'name': '', 'args': {}, 'id': None, 'type': 'tool_call'}] tool_call_chunks=[{'name': None, 'args': ' {\\', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': 'n', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': 'n', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': '       ', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '       ', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': ' \\"', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': ' \\"', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': 'device', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': 'device', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': '_name', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '_name', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': '\\":', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '\\":', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': ' \\"', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': ' \\"', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': 'R', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': 'R', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': '-', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '-', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': '1', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '1', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': '\\",', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '\\",', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': '\\', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '\\', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': 'n', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': 'n', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': '       ', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '       ', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': ' \\"', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': ' \\"', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': 'commands', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': 'commands', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': '\\":', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '\\":', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': ' [', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': ' [', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': '\\"', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '\\"', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': 'show', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': 'show', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': ' ip', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': ' ip', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': ' interface', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': ' interface', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': ' brief', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': ' brief', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': '\\",', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '\\",', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': ' \\"', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': ' \\"', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': 'show', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': 'show', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': ' ip', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': ' ip', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': ' route', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': ' route', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': '\\', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '\\', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': '"]', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '"]', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': '\\', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '\\', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': 'n', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': 'n', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': '   ', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '   ', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': ' }', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': ' }', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': ',\\', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': ',\\', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': 'n', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': 'n', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': '   ', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '   ', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' tool_calls=[{'name': '', 'args': {}, 'id': None, 'type': 'tool_call'}] tool_call_chunks=[{'name': None, 'args': ' {\\', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': 'n', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': 'n', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': '       ', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '       ', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': ' \\"', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': ' \\"', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': 'device', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': 'device', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': '_name', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '_name', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': '\\":', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '\\":', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': ' \\"', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': ' \\"', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': 'R', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': 'R', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': '-', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '-', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': '6', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '6', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': '\\",', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '\\",', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': ' \\', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': ' \\', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': 'n', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': 'n', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': '       ', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '       ', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': ' \\"', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': ' \\"', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': 'commands', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': 'commands', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': '\\":', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '\\":', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': ' [', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': ' [', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': '\\"', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '\\"', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': 'show', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': 'show', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': ' ip', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': ' ip', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': ' interface', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': ' interface', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': ' brief', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': ' brief', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': '\\",', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '\\",', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': ' \\"', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': ' \\"', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': 'show', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': 'show', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': ' ip', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': ' ip', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': ' route', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': ' route', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': '\\', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '\\', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': '"]', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '"]', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': '\\', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '\\', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': 'n', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': 'n', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': '   ', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '   ', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': ' }\\', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': ' }\\', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': 'n', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': 'n', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': ']', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': ']', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' invalid_tool_calls=[{'name': None, 'args': '"}', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '"}', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'finish_reason': 'tool_calls', 'model_name': 'deepseek-chat', 'system_fingerprint': 'fp_ffc7281d48_prod0820_fp8_kvcache', 'model_provider': 'deepseek'} id='lc_run--adb6705b-1b0e-43cf-b28d-0e8d4f3f01d7' usage_metadata={'input_tokens': 6687, 'output_tokens': 127, 'total_tokens': 6814, 'input_token_details': {'cache_read': 6656}, 'output_token_details': {}} chunk_position='last'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 6, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'checkpoint_ns': 'llm_call:19ef4f37-d962-b3ae-dd98-8001d90d2a16', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=[{'device_name': 'R-1', 'status': 'success', 'output': 'show ip interface brief\nInterface                  IP-Address      OK? Method Status                Protocol\nGigabitEthernet0/0         12.1.1.1        YES NVRAM  up                    up      \nGigabitEthernet0/1         unassigned      YES NVRAM  administratively down down    \nGigabitEthernet0/2         unassigned      YES NVRAM  administratively down down    \nGigabitEthernet0/3         unassigned      YES NVRAM  administratively down down    \nGigabitEthernet0/4         unassigned      YES NVRAM  administratively down down    \n\nGigabitEthernet0/5         unassigned      YES NVRAM  administratively down down    \nGigabitEthernet0/6         unassigned      YES NVRAM  administratively down down    \nGigabitEthernet0/7         unassigned      YES NVRAM  administratively down down    \nGigabitEthernet0/8         unassigned      YES NVRAM  administratively down down    \nGigabitEthernet0/9         unassigned      YES NVRAM  administratively down down    \nGigabitEthernet0/10        unassigned      YES NVRAM  administratively down down    \nGigabitEthernet0/11        unassigned      YES NVRAM  administratively down down    \nGigabitEthernet0/12        unassigned      YES NVRAM  administratively down down    \n\nGigabitEthernet0/13        unassigned      YES NVRAM  administratively down down    \nGigabitEthernet0/14        unassigned      YES NVRAM  administratively down down    \nGigabitEthernet0/15        unassigned      YES NVRAM  administratively down down    \nLoopback0                  1.1.1.1         YES NVRAM  up                    up      \nR1#\nR1show ip route\nCodes: L - local, C - connected, S - static, R - RIP, M - mobile, B - BGP\n       D - EIGRP, EX - EIGRP external, O - OSPF, IA - OSPF inter area \n       N1 - OSPF NSSA external type 1, N2 - OSPF NSSA external type 2\n       E1 - OSPF external type 1, E2 - OSPF external type 2\n       i - IS-IS, su - IS-IS summary, L1 - IS-IS level-1, L2 - IS-IS level-2\n       ia - IS-IS inter area, * - candidate default, U - per-user static route\n       o - ODR, P - periodic downloaded static route, H - NHRP, l - LISP\n       a - application route\n       + - replicated route, % - next hop override, p - overrides from PfR\n\nGateway of last resort is not set\n\n      1.0.0.0/32 is subnetted, 1 subnets\nC        1.1.1.1 is directly connected, Loopback0\n      2.0.0.0/32 is subnetted, 1 subnets\nO IA     2.2.2.2 [110/2] via 12.1.1.2, 02:12:32, GigabitEthernet0/0\n      3.0.0.0/32 is subnetted, 1 subnets\nO IA     3.3.3.3 [110/3] via 12.1.1.2, 02:12:32, GigabitEthernet0/0\n      4.0.0.0/32 is subnetted, 1 subnets\nO IA     4.4.4.4 [110/3] via 12.1.1.2, 02:12:32, GigabitEthernet0/0\n      5.0.0.0/32 is subnetted, 1 subnets\nO IA     5.5.5.5 [110/4] via 12.1.1.2, 02:12:32, GigabitEthernet0/0\n      6.0.0.0/32 is subnetted, 1 subnets\nO IA     6.6.6.6 [110/5] via 12.1.1.2, 02:12:31, GigabitEthernet0/0\n      12.0.0.0/8 is variably subnetted, 2 subnets, 2 masks\nC        12.1.1.0/24 is directly connected, GigabitEthernet0/0\nL        12.1.1.1/32 is directly connected, GigabitEthernet0/0\n      23.0.0.0/24 is subnetted, 1 subnets\nO IA     23.1.1.0 [110/2] via 12.1.1.2, 02:12:32, GigabitEthernet0/0\n      24.0.0.0/24 is subnetted, 1 subnets\nO IA     24.1.1.0 [110/2] via 12.1.1.2, 02:12:32, GigabitEthernet0/0\n      35.0.0.0/24 is subnetted, 1 subnets\n\nO IA     35.1.1.0 [110/4] via 12.1.1.2, 02:11:58, GigabitEthernet0/0\n      45.0.0.0/24 is subnetted, 1 subnets\nO IA     45.1.1.0 [110/3] via 12.1.1.2, 02:12:32, GigabitEthernet0/0\n      56.0.0.0/24 is subnetted, 1 subnets\nO IA     56.1.1.0 [110/4] via 12.1.1.2, 02:12:32, GigabitEthernet0/0\nR1#\nR', 'config_commands': ['show ip interface brief', 'show ip route']}, {'device_name': 'R-6', 'status': 'success', 'output': 'show ip interface brief\nInterface                  IP-Address      OK? Method Status                Protocol\nGigabitEthernet0/0         56.1.1.6        YES NVRAM  up                    up      \nGigabitEthernet0/1         unassigned      YES NVRAM  administratively down down    \nGigabitEthernet0/2         unassigned      YES NVRAM  administratively down down    \nGigabitEthernet0/3         unassigned      YES NVRAM  administratively down down    \nGigabitEthernet0/4         unassigned      YES NVRAM  administratively down down    \n\nGigabitEthernet0/5         unassigned      YES NVRAM  administratively down down    \nGigabitEthernet0/6         unassigned      YES NVRAM  administratively down down    \nGigabitEthernet0/7         unassigned      YES NVRAM  administratively down down    \nGigabitEthernet0/8         unassigned      YES NVRAM  administratively down down    \nGigabitEthernet0/9         unassigned      YES NVRAM  administratively down down    \nGigabitEthernet0/10        unassigned      YES NVRAM  administratively down down    \nGigabitEthernet0/11        unassigned      YES NVRAM  administratively down down    \nGigabitEthernet0/12        unassigned      YES NVRAM  administratively down down    \n\nGigabitEthernet0/13        unassigned      YES NVRAM  administratively down down    \nGigabitEthernet0/14        unassigned      YES NVRAM  administratively down down    \nGigabitEthernet0/15        unassigned      YES NVRAM  administratively down down    \nLoopback0                  6.6.6.6         YES NVRAM  up                    up      \nR6#\nR6show ip route\nCodes: L - local, C - connected, S - static, R - RIP, M - mobile, B - BGP\n       D - EIGRP, EX - EIGRP external, O - OSPF, IA - OSPF inter area \n       N1 - OSPF NSSA external type 1, N2 - OSPF NSSA external type 2\n       E1 - OSPF external type 1, E2 - OSPF external type 2\n       i - IS-IS, su - IS-IS summary, L1 - IS-IS level-1, L2 - IS-IS level-2\n       ia - IS-IS inter area, * - candidate default, U - per-user static route\n       o - ODR, P - periodic downloaded static route, H - NHRP, l - LISP\n       a - application route\n       + - replicated route, % - next hop override, p - overrides from PfR\n\nGateway of last resort is not set\n\n      1.0.0.0/32 is subnetted, 1 subnets\nO IA     1.1.1.1 [110/5] via 56.1.1.5, 02:12:31, GigabitEthernet0/0\n      2.0.0.0/32 is subnetted, 1 subnets\nO IA     2.2.2.2 [110/4] via 56.1.1.5, 02:12:31, GigabitEthernet0/0\n      3.0.0.0/32 is subnetted, 1 subnets\nO IA     3.3.3.3 [110/5] via 56.1.1.5, 02:12:31, GigabitEthernet0/0\n      4.0.0.0/32 is subnetted, 1 subnets\nO IA     4.4.4.4 [110/3] via 56.1.1.5, 02:12:31, GigabitEthernet0/0\n      5.0.0.0/32 is subnetted, 1 subnets\nO IA     5.5.5.5 [110/2] via 56.1.1.5, 02:12:31, GigabitEthernet0/0\n      6.0.0.0/32 is subnetted, 1 subnets\nC        6.6.6.6 is directly connected, Loopback0\n      12.0.0.0/24 is subnetted, 1 subnets\nO IA     12.1.1.0 [110/4] via 56.1.1.5, 02:12:31, GigabitEthernet0/0\n      23.0.0.0/24 is subnetted, 1 subnets\nO IA     23.1.1.0 [110/4] via 56.1.1.5, 02:12:31, GigabitEthernet0/0\n      24.0.0.0/24 is subnetted, 1 subnets\nO IA     24.1.1.0 [110/3] via 56.1.1.5, 02:12:31, GigabitEthernet0/0\n      35.0.0.0/24 is subnetted, 1 subnets\nO IA     35.1.1.0 [110/2] via 56.1.1.5, 02:12:31, GigabitEthernet0/0\n      45.0.0.0/24 is subnetted, 1 subnets\nO IA     45.1.1.0 [110/2] via 56.1.1.5, 02:12:31, GigabitEthernet0/0\n      56.0.0.0/8 is variably subnetted, 2 subnets, 2 masks\nC        56.1.1.0/24 is directly connected, GigabitEthernet0/0\nL        56.1.1.6/32 is directly connected, GigabitEthernet0/0\nR6#\nR', 'config_commands': ['show ip interface brief', 'show ip route']}] id='c4f80270-be30-484a-a586-d8fa0707ef14' tool_call_id='call_00_CR7zNPIHWrCgQc9jTonKtlRH'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 7, 'langgraph_node': 'tool_node', 'langgraph_triggers': ('branch:to:tool_node',), 'langgraph_path': ('__pregel_pull', 'tool_node'), 'langgraph_checkpoint_ns': 'tool_node:63409c42-a82c-6e0c-3aa4-c063d8f30cf1'}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='Great' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='!' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' I' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' can' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' see' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' that' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' O' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='SP' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='F' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' is' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' running' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' and' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' both' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' routers' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' have' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' routes' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' to' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' each' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' other' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='.' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Now' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' let' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' me' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' perform' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' the' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ping' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' test' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' from' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='1' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' to' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='6' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content="'s" additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' loop' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='back' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' address' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' (' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='6' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='.' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='6' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='.' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='6' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='.' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='6' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='):' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' tool_calls=[{'name': 'execute_multiple_device_commands', 'args': {}, 'id': 'call_00_Br85OibEV2luNEnTCpvnYLf4', 'type': 'tool_call'}] tool_call_chunks=[{'name': 'execute_multiple_device_commands', 'args': '', 'id': 'call_00_Br85OibEV2luNEnTCpvnYLf4', 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' tool_calls=[{'name': '', 'args': {}, 'id': None, 'type': 'tool_call'}] tool_call_chunks=[{'name': None, 'args': '{"', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': 'tool', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': 'tool', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': '_input', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '_input', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': '":', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '":', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': ' "', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': ' "', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': '[\\', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '[\\', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': 'n', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': 'n', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': '   ', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '   ', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' tool_calls=[{'name': '', 'args': {}, 'id': None, 'type': 'tool_call'}] tool_call_chunks=[{'name': None, 'args': ' {\\', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': 'n', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': 'n', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': '       ', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '       ', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': ' \\"', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': ' \\"', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': 'device', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': 'device', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': '_name', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '_name', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': '\\":', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '\\":', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': ' \\"', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': ' \\"', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': 'R', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': 'R', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': '-', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '-', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': '1', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '1', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': '\\",', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '\\",', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': '\\', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '\\', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': 'n', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': 'n', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': '       ', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '       ', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': ' \\"', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': ' \\"', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': 'commands', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': 'commands', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': '\\":', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '\\":', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': ' [', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': ' [', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': '\\"', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '\\"', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': 'ping', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': 'ping', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': ' ', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': ' ', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': '6', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '6', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': '.', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '.', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': '6', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '6', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': '.', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '.', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': '6', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '6', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': '.', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '.', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': '6', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '6', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': '\\', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '\\', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': '"]', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '"]', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': '\\', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '\\', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': 'n', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': 'n', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': '   ', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '   ', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': ' }\\', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': ' }\\', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': 'n', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': 'n', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': ']', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': ']', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' invalid_tool_calls=[{'name': None, 'args': '"}', 'id': None, 'error': None, 'type': 'invalid_tool_call'}] tool_call_chunks=[{'name': None, 'args': '"}', 'id': None, 'index': 0, 'type': 'tool_call_chunk'}]

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'finish_reason': 'tool_calls', 'model_name': 'deepseek-chat', 'system_fingerprint': 'fp_ffc7281d48_prod0820_fp8_kvcache', 'model_provider': 'deepseek'} id='lc_run--b6ecffea-2a72-49c7-af3c-e98d9221ecb6' usage_metadata={'input_tokens': 9769, 'output_tokens': 105, 'total_tokens': 9874, 'input_token_details': {'cache_read': 6784}, 'output_token_details': {}} chunk_position='last'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 8, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'checkpoint_ns': 'llm_call:531eaade-8b0a-3a51-f431-32c7730499be', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=[{'device_name': 'R-1', 'status': 'success', 'output': 'ping 6.6.6.6\nType escape sequence to abort.\nSending 5, 100-byte ICMP Echos to 6.6.6.6, timeout is 2 seconds:\n!!!!!\nSuccess rate is 100 percent (5/5), round-trip min/avg/max = 2/4/7 ms\nR1#', 'config_commands': ['ping 6.6.6.6']}] id='14987081-1060-442b-be26-75b46c6dcdde' tool_call_id='call_00_Br85OibEV2luNEnTCpvnYLf4'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 9, 'langgraph_node': 'tool_node', 'langgraph_triggers': ('branch:to:tool_node',), 'langgraph_path': ('__pregel_pull', 'tool_node'), 'langgraph_checkpoint_ns': 'tool_node:37fed9a0-adf4-9fe7-a56b-80de933a59c4'}

content='' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='Perfect' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='!' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' The' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ping' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' test' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' from' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='1' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' to' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='6' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' was' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' successful' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='.\n\n' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='##' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Ping' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Test' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Results' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=':' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='1' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' →' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='6' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='\n\n' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='**' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='✅' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' SU' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='CCESS' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='F' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='UL' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' CON' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='NECT' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='IV' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='ITY' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='**\n\n' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' **' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='Source' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=':**' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='1' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' (' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='1' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='.' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='1' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='.' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='1' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='.' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='1' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=')\n' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' **' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='Destination' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=':**' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='6' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Loop' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='back' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' (' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='6' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='.' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='6' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='.' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='6' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='.' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='6' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=')\n' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' **' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='Result' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=':**' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='100' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='%' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' success' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' rate' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' (' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='5' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='/' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='5' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' packets' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=')\n' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' **' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='Round' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-t' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='rip' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' time' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=':**' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' min' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='/' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='avg' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='/m' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='ax' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' =' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='2' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='/' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='4' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='/' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='7' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ms' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='\n\n' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='###' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Network' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Path' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Analysis' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=':\n' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='From' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' the' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' routing' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' tables' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=',' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' I' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' can' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' see' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' the' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' path' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=':\n' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' **' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='1' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='**' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' →' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' **' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='2' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='**' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' →' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' **' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='5' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='**' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' →' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' **' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='6' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='**\n' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' O' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='SP' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='F' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' is' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' properly' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' configured' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' and' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' advertising' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' routes' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' across' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' all' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' routers' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='\n' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' The' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' path' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' has' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' a' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' cost' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' of' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' ' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='5' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' (' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='OS' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='PF' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' metric' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=')' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' from' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='1' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' to' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='6' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='\n\n' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='###' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Key' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Observations' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=':' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='\n' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='1' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='.' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' **' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='OS' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='PF' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Routing' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=':**' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Both' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' routers' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' have' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' O' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='SP' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='F' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Inter' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-A' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='rea' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' (' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='O' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' IA' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=')' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' routes' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' to' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' each' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' other' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content="'s" additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' loop' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='back' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' addresses' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='\n' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='2' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='.' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' **' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='Interface' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' Status' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=':**' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' All' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' relevant' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' interfaces' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' are' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' up' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='/' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='up' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='\n' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='3' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='.' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' **' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='Connect' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='ivity' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=':**' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' End' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-to' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-end' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' connectivity' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' is' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' working' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' perfectly' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='\n\n' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='The' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' network' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' is' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' functioning' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' correctly' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' with' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' full' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' connectivity' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' between' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='1' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' and' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' R' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='-' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='6' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' through' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' the' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' O' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='SP' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='F' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' routing' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content=' protocol' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='.' additional_kwargs={} response_metadata={'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

content='' additional_kwargs={} response_metadata={'finish_reason': 'stop', 'model_name': 'deepseek-chat', 'system_fingerprint': 'fp_ffc7281d48_prod0820_fp8_kvcache', 'model_provider': 'deepseek'} id='lc_run--5fc427fd-1f2d-4967-9469-fb1dab935855' usage_metadata={'input_tokens': 9996, 'output_tokens': 272, 'total_tokens': 10268, 'input_token_details': {'cache_read': 9856}, 'output_token_details': {}} chunk_position='last'

{'thread_id': 'c007c48a-c280-4a67-a945-f55023ddc9c3', 'max_iterations': 100, 'langgraph_step': 10, 'langgraph_node': 'llm_call', 'langgraph_triggers': ('branch:to:llm_call',), 'langgraph_path': ('__pregel_pull', 'llm_call'), 'langgraph_checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'checkpoint_ns': 'llm_call:ccc5d523-a02a-3fbf-3d4a-3e13a8000230', 'ls_provider': 'deepseek', 'ls_model_name': 'deepseek-chat', 'ls_model_type': 'chat', 'ls_temperature': 0.0}

