StateSnapshot(
    values={
        "messages": [
            HumanMessage(
                content="hello, this one human message.",
                additional_kwargs={},
                response_metadata={},
            ),
            AIMessage(
                content="Hello! I'm your network automation assistant. I can help you with various network tasks including:\n\n- Checking network device status (interfaces, routing, OSPF, etc.)\n- Configuring network devices\n- Managing GNS3 topology\n- Performing network diagnostics and troubleshooting\n\nWhat would you like me to help you with today? For example, I can:\n- Show you the current network topology\n- Check device configurations and status\n- Configure interfaces or routing protocols\n- Troubleshoot connectivity issues\n\nJust let me know what you need!",
                additional_kwargs={},
                response_metadata={
                    "finish_reason": "stop",
                    "model_name": "deepseek-chat",
                    "system_fingerprint": "fp_ffc7281d48_prod0820_fp8_kvcache",
                    "model_provider": "deepseek",
                },
                id="lc_run--32f32f54-9511-445c-835d-40cb45bc48cd",
                usage_metadata={
                    "input_tokens": 3299,
                    "output_tokens": 109,
                    "total_tokens": 3408,
                    "input_token_details": {"cache_read": 3264},
                    "output_token_details": {},
                },
            ),
            HumanMessage(
                content="tell me current topology, this two human message",
                additional_kwargs={},
                response_metadata={},
            ),
            AIMessage(
                content="I'll check the current GNS3 topology for you.",
                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--e8875eb8-23df-4dfa-96e5-7d63e169dc2f",
                tool_calls=[
                    {
                        "name": "gns3_topology_reader",
                        "args": {"tool_input": None},
                        "id": "call_00_voiHBbNGEs6ZKncs39ltyCiz",
                        "type": "tool_call",
                    }
                ],
                usage_metadata={
                    "input_tokens": 3421,
                    "output_tokens": 30,
                    "total_tokens": 3451,
                    "input_token_details": {"cache_read": 3392},
                    "output_token_details": {},
                },
            ),
            ToolMessage(
                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="c9b03cc1-30d2-48d9-aa5d-423af20164fe",
                tool_call_id="call_00_voiHBbNGEs6ZKncs39ltyCiz",
            ),
            AIMessage(
                content="Here's the current GNS3 topology:\n\n## Current Network Topology\n\n**Project Name:** network_ai  \n**Project ID:** f2f7ed27-7aa3-4b11-a64c-da947a2c7210  \n**Status:** opened\n\n### Devices:\n- **R-1** (Router) - Console Port: 5012\n- **R-2** (Router) - Console Port: 5014  \n- **R-3** (Router) - Console Port: 5016\n- **R-4** (Router) - Console Port: 5018\n- **R-5** (Router) - Console Port: 5020\n- **R-6** (Router) - Console Port: 5022\n\n### Network Connections:\n1. **R-1** ↔ **R-2**: R-1 Ge 0/0 ↔ R-2 Ge 0/0\n2. **R-2** ↔ **R-3**: R-2 Ge 0/3 ↔ R-3 Ge 0/2\n3. **R-2** ↔ **R-4**: R-2 Ge 0/4 ↔ R-4 Ge 0/2\n4. **R-3** ↔ **R-5**: R-3 Ge 0/5 ↔ R-5 Ge 0/3\n5. **R-4** ↔ **R-5**: R-4 Ge 0/5 ↔ R-5 Ge 0/4\n6. **R-5** ↔ **R-6**: R-5 Ge 0/0 ↔ R-6 Ge 0/0\n7. **R-3** ↔ **R-4**: R-3 Ge 0/0 ↔ R-4 Ge 0/0\n\n### Topology Structure:\nThis appears to be a hierarchical network with:\n- R-1 and R-2 forming the left side\n- R-3, R-4, and R-5 forming a triangle in the middle\n- R-6 on the right side connected to R-5\n\nAll devices are routers with 16 Gigabit Ethernet interfaces each (Ge 0/0 to Ge 0/15).\n\nWould you like me to check the current status of these devices or perform any specific network operations?",
                additional_kwargs={},
                response_metadata={
                    "finish_reason": "stop",
                    "model_name": "deepseek-chat",
                    "system_fingerprint": "fp_ffc7281d48_prod0820_fp8_kvcache",
                    "model_provider": "deepseek",
                },
                id="lc_run--119b26cd-3fcc-406a-bd71-dcb55a510395",
                usage_metadata={
                    "input_tokens": 6351,
                    "output_tokens": 488,
                    "total_tokens": 6839,
                    "input_token_details": {"cache_read": 3392},
                    "output_token_details": {},
                },
            ),
            HumanMessage(
                content="ping r-1 to r-6, this three human message",
                additional_kwargs={},
                response_metadata={},
            ),
            AIMessage(
                content="I'll help you test connectivity from R-1 to R-6. First, let me check the current interface configurations and routing to understand the network setup, then perform the ping test.",
                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--9c2889d6-42c7-4802-bfb6-b30b56e89d7f",
                tool_calls=[
                    {
                        "name": "execute_multiple_device_commands",
                        "args": {
                            "tool_input": '[\n    {\n        "device_name": "R-1",\n        "commands": ["show ip interface brief", "show ip route"]\n    },\n    {\n        "device_name": "R-6", \n        "commands": ["show ip interface brief", "show ip route"]\n    }\n]'
                        },
                        "id": "call_00_NcD0cX9lA7JB2kQphB9CjltQ",
                        "type": "tool_call",
                    }
                ],
                usage_metadata={
                    "input_tokens": 6856,
                    "output_tokens": 133,
                    "total_tokens": 6989,
                    "input_token_details": {"cache_read": 6784},
                    "output_token_details": {},
                },
            ),
            ToolMessage(
                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    \n\nGigabitEthernet0/3         unassigned      YES NVRAM  administratively down down    \nGigabitEthernet0/4         unassigned      YES NVRAM  administratively down down    \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    \n\nGigabitEthernet0/11        unassigned      YES NVRAM  administratively down down    \nGigabitEthernet0/12        unassigned      YES NVRAM  administratively down down    \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#\nR1#show 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, 04:19:26, 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, 04:19:26, 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, 04:19:26, 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, 04:19:26, 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, 04:19:25, 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, 04:19:26, 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, 04:19:26, GigabitEthernet0/0\n      35.0.0.0/24 is subnetted, 1 subnets\nO IA     35.1.1.0 [110/4] via 12.1.1.2, 04:18:52, GigabitEthernet0/0\n      45.0.0.0/24 is subnetted, 1 subnets\n\nO IA     45.1.1.0 [110/3] via 12.1.1.2, 04:19:26, 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, 04:19:26, GigabitEthernet0/0\nR1#\nR1#",
                        "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    \n\nGigabitEthernet0/3         unassigned      YES NVRAM  administratively down down    \nGigabitEthernet0/4         unassigned      YES NVRAM  administratively down down    \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    \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#\nR6#show 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, 04:19:26, 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, 04:19:26, 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, 04:19:26, 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, 04:19:26, 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, 04:19:26, 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, 04:19:26, 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, 04:19:26, 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, 04:19:26, 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, 04:19:26, 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, 04:19:26, 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#\nR6#",
                        "config_commands": ["show ip interface brief", "show ip route"],
                    },
                ],
                id="5fa1a332-2d1c-49a4-8fde-6d7d3dc56822",
                tool_call_id="call_00_NcD0cX9lA7JB2kQphB9CjltQ",
            ),
            AIMessage(
                content="Now let me perform the ping test from R-1 to R-6:",
                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--5df8b444-7114-42bb-a28a-41f23d71bf18",
                tool_calls=[
                    {
                        "name": "execute_multiple_device_commands",
                        "args": {
                            "tool_input": '[\n    {\n        "device_name": "R-1",\n        "commands": ["ping 6.6.6.6", "ping 56.1.1.6"]\n    }\n]'
                        },
                        "id": "call_00_aL6aj25FmqK4u4IFqoSJhDCN",
                        "type": "tool_call",
                    }
                ],
                usage_metadata={
                    "input_tokens": 9949,
                    "output_tokens": 84,
                    "total_tokens": 10033,
                    "input_token_details": {"cache_read": 6976},
                    "output_token_details": {},
                },
            ),
            ToolMessage(
                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 = 3/3/5 ms\nR1#ping 56.1.1.6\nType escape sequence to abort.\nSending 5, 100-byte ICMP Echos to 56.1.1.6, timeout is 2 seconds:\n!!!!!\nSuccess rate is 100 percent (5/5), round-trip min/avg/max = 4/4/6 ms\nR1#",
                        "config_commands": ["ping 6.6.6.6", "ping 56.1.1.6"],
                    }
                ],
                id="8cf62f4b-8389-4676-93cd-3868ffceae2c",
                tool_call_id="call_00_aL6aj25FmqK4u4IFqoSJhDCN",
            ),
            AIMessage(
                content="Perfect! Here are the results of the ping test from R-1 to R-6:\n\n## Ping Test Results: R-1 → R-6\n\n### ✅ **SUCCESSFUL CONNECTIVITY**\n\n**Ping to R-6 Loopback (6.6.6.6):**\n- **Success Rate:** 100% (5/5 packets)\n- **Round-trip Time:** min/avg/max = 3/3/5 ms\n- **Status:** ✅ **CONNECTED**\n\n**Ping to R-6 Interface (56.1.1.6):**\n- **Success Rate:** 100% (5/5 packets)  \n- **Round-trip Time:** min/avg/max = 4/4/6 ms\n- **Status:** ✅ **CONNECTED**\n\n### Network Analysis:\nFrom the routing tables, I can see that:\n\n1. **R-1 has OSPF routes to R-6:**\n   - Route to 6.6.6.6 via 12.1.1.2 (R-2) with cost 5\n   - Route to 56.1.1.0/24 via 12.1.1.2 (R-2) with cost 4\n\n2. **R-6 has OSPF routes to R-1:**\n   - Route to 1.1.1.1 via 56.1.1.5 (R-5) with cost 5\n\n3. **Network Path:** R-1 → R-2 → R-3/R-4 → R-5 → R-6\n\n### Conclusion:\n**Excellent connectivity!** The ping test shows that R-1 can successfully reach both the loopback interface (6.6.6.6) and the physical interface (56.1.1.6) of R-6 with minimal latency and 100% packet delivery. The OSPF routing protocol is working correctly across all routers in the network.",
                additional_kwargs={},
                response_metadata={
                    "finish_reason": "stop",
                    "model_name": "deepseek-chat",
                    "system_fingerprint": "fp_ffc7281d48_prod0820_fp8_kvcache",
                    "model_provider": "deepseek",
                },
                id="lc_run--b3f3c19d-2373-4dc0-a32c-2381ef54005d",
                usage_metadata={
                    "input_tokens": 10247,
                    "output_tokens": 420,
                    "total_tokens": 10667,
                    "input_token_details": {"cache_read": 9984},
                    "output_token_details": {},
                },
            ),
        ],
        "llm_calls": 6,
    },
    next=(),
    config={
        "configurable": {
            "thread_id": "fedf1212-ad88-486f-8355-3e4ad72bd9ed",
            "checkpoint_ns": "",
            "checkpoint_id": "1f0cb5db-7483-6604-800d-d0ecd22e024e",
        }
    },
    metadata={"source": "loop", "step": 13, "parents": {}, "max_iterations": 100},
    created_at="2025-11-27T06:53:01.584511+00:00",
    parent_config={
        "configurable": {
            "thread_id": "fedf1212-ad88-486f-8355-3e4ad72bd9ed",
            "checkpoint_ns": "",
            "checkpoint_id": "1f0cb5da-d8dd-6db5-800c-a9e04ee7e367",
        }
    },
    tasks=(),
    interrupts=(),
)
