LICENSE
README.md
pyproject.toml
fitz_ai/__init__.py
fitz_ai.egg-info/PKG-INFO
fitz_ai.egg-info/SOURCES.txt
fitz_ai.egg-info/dependency_links.txt
fitz_ai.egg-info/entry_points.txt
fitz_ai.egg-info/requires.txt
fitz_ai.egg-info/top_level.txt
fitz_ai/backends/__init__.py
fitz_ai/backends/local_llm/__init__.py
fitz_ai/backends/local_llm/chat.py
fitz_ai/backends/local_llm/embedding.py
fitz_ai/backends/local_llm/rerank.py
fitz_ai/backends/local_llm/runtime.py
fitz_ai/backends/local_vector_db/__init__.py
fitz_ai/backends/local_vector_db/config.py
fitz_ai/backends/local_vector_db/faiss.py
fitz_ai/backends/local_vector_db/runtime.py
fitz_ai/cli/__init__.py
fitz_ai/cli/cli.py
fitz_ai/cli/ui.py
fitz_ai/cli/ui_display.py
fitz_ai/cli/commands/__init__.py
fitz_ai/cli/commands/chat.py
fitz_ai/cli/commands/collections.py
fitz_ai/cli/commands/config.py
fitz_ai/cli/commands/doctor.py
fitz_ai/cli/commands/ingest.py
fitz_ai/cli/commands/init.py
fitz_ai/cli/commands/query.py
fitz_ai/cli/commands/quickstart.py
fitz_ai/core/__init__.py
fitz_ai/core/answer.py
fitz_ai/core/answer_mode.py
fitz_ai/core/answer_mode_resolver.py
fitz_ai/core/config.py
fitz_ai/core/constraints.py
fitz_ai/core/detect.py
fitz_ai/core/engine.py
fitz_ai/core/exceptions.py
fitz_ai/core/http.py
fitz_ai/core/knowledge.py
fitz_ai/core/paths.py
fitz_ai/core/provenance.py
fitz_ai/core/query.py
fitz_ai/core/registry.py
fitz_ai/core/utils.py
fitz_ai/engines/__init__.py
fitz_ai/engines/clara/__init__.py
fitz_ai/engines/clara/engine.py
fitz_ai/engines/clara/runtime.py
fitz_ai/engines/clara/config/__init__.py
fitz_ai/engines/clara/config/loader.py
fitz_ai/engines/clara/config/schema.py
fitz_ai/engines/classic_rag/__init__.py
fitz_ai/engines/classic_rag/engine.py
fitz_ai/engines/classic_rag/exceptions.py
fitz_ai/engines/classic_rag/runtime.py
fitz_ai/engines/classic_rag/config/__init__.py
fitz_ai/engines/classic_rag/config/architecture.py
fitz_ai/engines/classic_rag/config/loader.py
fitz_ai/engines/classic_rag/config/normalize.py
fitz_ai/engines/classic_rag/config/presets.py
fitz_ai/engines/classic_rag/config/schema.py
fitz_ai/engines/classic_rag/constraints/__init__.py
fitz_ai/engines/classic_rag/constraints/base.py
fitz_ai/engines/classic_rag/constraints/runner.py
fitz_ai/engines/classic_rag/constraints/plugins/__init__.py
fitz_ai/engines/classic_rag/constraints/plugins/causal_attribution.py
fitz_ai/engines/classic_rag/constraints/plugins/conflict_aware.py
fitz_ai/engines/classic_rag/constraints/plugins/insufficient_evidence.py
fitz_ai/engines/classic_rag/contracts/__init__.py
fitz_ai/engines/classic_rag/contracts/roles.py
fitz_ai/engines/classic_rag/contracts/rules.py
fitz_ai/engines/classic_rag/generation/__init__.py
fitz_ai/engines/classic_rag/generation/answer_mode/__init__.py
fitz_ai/engines/classic_rag/generation/answer_mode/instructions.py
fitz_ai/engines/classic_rag/generation/prompting/__init__.py
fitz_ai/engines/classic_rag/generation/prompting/assembler.py
fitz_ai/engines/classic_rag/generation/prompting/profiles.py
fitz_ai/engines/classic_rag/generation/prompting/slots.py
fitz_ai/engines/classic_rag/generation/retrieval_guided/__init__.py
fitz_ai/engines/classic_rag/generation/retrieval_guided/synthesis.py
fitz_ai/engines/classic_rag/models/__init__.py
fitz_ai/engines/classic_rag/models/chunk.py
fitz_ai/engines/classic_rag/models/document.py
fitz_ai/engines/classic_rag/pipeline/__init__.py
fitz_ai/engines/classic_rag/pipeline/base.py
fitz_ai/engines/classic_rag/pipeline/engine.py
fitz_ai/engines/classic_rag/pipeline/pipeline.py
fitz_ai/engines/classic_rag/pipeline/registry.py
fitz_ai/engines/classic_rag/pipeline/plugins/__init__.py
fitz_ai/engines/classic_rag/pipeline/plugins/debug.py
fitz_ai/engines/classic_rag/pipeline/plugins/easy.py
fitz_ai/engines/classic_rag/pipeline/plugins/fast.py
fitz_ai/engines/classic_rag/pipeline/plugins/standard.py
fitz_ai/engines/classic_rag/pipeline/steps/__init__.py
fitz_ai/engines/classic_rag/pipeline/steps/dedupe.py
fitz_ai/engines/classic_rag/pipeline/steps/group.py
fitz_ai/engines/classic_rag/pipeline/steps/merge.py
fitz_ai/engines/classic_rag/pipeline/steps/normalize.py
fitz_ai/engines/classic_rag/pipeline/steps/pack.py
fitz_ai/engines/classic_rag/pipeline/steps/render_markdown.py
fitz_ai/engines/classic_rag/retrieval/__init__.py
fitz_ai/engines/classic_rag/retrieval/base.py
fitz_ai/engines/classic_rag/retrieval/engine.py
fitz_ai/engines/classic_rag/retrieval/loader.py
fitz_ai/engines/classic_rag/retrieval/registry.py
fitz_ai/engines/classic_rag/retrieval/plugins/__init__.py
fitz_ai/engines/classic_rag/retrieval/steps/__init__.py
fitz_ai/engines/classic_rag/retrieval/steps/artifact_fetch.py
fitz_ai/engines/classic_rag/retrieval/steps/base.py
fitz_ai/engines/classic_rag/retrieval/steps/dedupe.py
fitz_ai/engines/classic_rag/retrieval/steps/limit.py
fitz_ai/engines/classic_rag/retrieval/steps/rerank.py
fitz_ai/engines/classic_rag/retrieval/steps/threshold.py
fitz_ai/engines/classic_rag/retrieval/steps/vector_search.py
fitz_ai/ingest/__init__.py
fitz_ai/ingest/hashing.py
fitz_ai/ingest/chunking/__init__.py
fitz_ai/ingest/chunking/base.py
fitz_ai/ingest/chunking/engine.py
fitz_ai/ingest/chunking/registry.py
fitz_ai/ingest/chunking/router.py
fitz_ai/ingest/chunking/plugins/__init__.py
fitz_ai/ingest/chunking/plugins/markdown.py
fitz_ai/ingest/chunking/plugins/pdf_sections.py
fitz_ai/ingest/chunking/plugins/python_code.py
fitz_ai/ingest/chunking/plugins/recursive.py
fitz_ai/ingest/chunking/plugins/simple.py
fitz_ai/ingest/diff/__init__.py
fitz_ai/ingest/diff/differ.py
fitz_ai/ingest/diff/executor.py
fitz_ai/ingest/diff/scanner.py
fitz_ai/ingest/enrichment/__init__.py
fitz_ai/ingest/enrichment/base.py
fitz_ai/ingest/enrichment/cache.py
fitz_ai/ingest/enrichment/config.py
fitz_ai/ingest/enrichment/models.py
fitz_ai/ingest/enrichment/pipeline.py
fitz_ai/ingest/enrichment/python_context.py
fitz_ai/ingest/enrichment/router.py
fitz_ai/ingest/enrichment/artifacts/__init__.py
fitz_ai/ingest/enrichment/artifacts/analyzer.py
fitz_ai/ingest/enrichment/artifacts/base.py
fitz_ai/ingest/enrichment/artifacts/generators.py
fitz_ai/ingest/enrichment/artifacts/orchestrator.py
fitz_ai/ingest/enrichment/artifacts/registry.py
fitz_ai/ingest/enrichment/artifacts/plugins/__init__.py
fitz_ai/ingest/enrichment/artifacts/plugins/architecture_narrative.py
fitz_ai/ingest/enrichment/artifacts/plugins/data_model_reference.py
fitz_ai/ingest/enrichment/artifacts/plugins/dependency_summary.py
fitz_ai/ingest/enrichment/artifacts/plugins/interface_catalog.py
fitz_ai/ingest/enrichment/artifacts/plugins/navigation_index.py
fitz_ai/ingest/enrichment/context/__init__.py
fitz_ai/ingest/enrichment/context/registry.py
fitz_ai/ingest/enrichment/context/plugins/__init__.py
fitz_ai/ingest/enrichment/context/plugins/generic.py
fitz_ai/ingest/enrichment/context/plugins/python.py
fitz_ai/ingest/enrichment/summary/__init__.py
fitz_ai/ingest/enrichment/summary/cache.py
fitz_ai/ingest/enrichment/summary/summarizer.py
fitz_ai/ingest/exceptions/__init__.py
fitz_ai/ingest/exceptions/base.py
fitz_ai/ingest/exceptions/chunking.py
fitz_ai/ingest/exceptions/config.py
fitz_ai/ingest/exceptions/vector.py
fitz_ai/ingest/ingestion/__init__.py
fitz_ai/ingest/ingestion/base.py
fitz_ai/ingest/ingestion/engine.py
fitz_ai/ingest/ingestion/registry.py
fitz_ai/ingest/ingestion/plugins/__init__.py
fitz_ai/ingest/ingestion/plugins/local_fs.py
fitz_ai/ingest/pipeline/__init__.py
fitz_ai/ingest/pipeline/ingestion_pipeline.py
fitz_ai/ingest/state/__init__.py
fitz_ai/ingest/state/manager.py
fitz_ai/ingest/state/schema.py
fitz_ai/ingest/validation/__init__.py
fitz_ai/ingest/validation/documents.py
fitz_ai/llm/__init__.py
fitz_ai/llm/credentials.py
fitz_ai/llm/loader.py
fitz_ai/llm/registry.py
fitz_ai/llm/runtime.py
fitz_ai/llm/schema.py
fitz_ai/llm/schema_defaults.py
fitz_ai/llm/transforms.py
fitz_ai/llm/chat/__init__.py
fitz_ai/llm/embedding/__init__.py
fitz_ai/llm/rerank/__init__.py
fitz_ai/logging/__init__.py
fitz_ai/logging/logger.py
fitz_ai/logging/tags.py
fitz_ai/runtime/__init__.py
fitz_ai/runtime/registry.py
fitz_ai/runtime/runner.py
fitz_ai/vector_db/__init__.py
fitz_ai/vector_db/base.py
fitz_ai/vector_db/custom.py
fitz_ai/vector_db/loader.py
fitz_ai/vector_db/registry.py
fitz_ai/vector_db/writer.py
tests/test_answer_mode.py
tests/test_causal_attribution.py
tests/test_chunker_id.py
tests/test_chunking_router.py
tests/test_clara_engine.py
tests/test_constraints.py
tests/test_context_pipeline.py
tests/test_context_pipeline_cross_file_dedupe.py
tests/test_context_pipeline_markdown_integrity.py
tests/test_context_pipeline_ordering.py
tests/test_context_pipeline_pack_boundary.py
tests/test_context_pipeline_unknown_group.py
tests/test_context_pipeline_weird_inputs.py
tests/test_default_config_loads_and_validates_minimally.py
tests/test_default_preset_resolves.py
tests/test_enrichment.py
tests/test_generic_vector_db_plugin.py
tests/test_ingest_cli_mirror.py
tests/test_ingest_differ.py
tests/test_ingest_executor.py
tests/test_ingest_hashing.py
tests/test_ingest_real_embedder.py
tests/test_ingest_scanner.py
tests/test_ingest_state.py
tests/test_ingest_timing.py
tests/test_ingester_local_plugin_runs.py
tests/test_ingester_returns_raw_documents.py
tests/test_ingestion_pipeline_end_to_end.py
tests/test_integration_v030.py
tests/test_llm_auto_discovery.py
tests/test_llm_engine_from_name.py
tests/test_local_faiss_vector_db.py
tests/test_local_faiss_vector_db_default_config.py
tests/test_meta_config_shape.py
tests/test_plugin_system.py
tests/test_quickstart.py
tests/test_rag_pipeline_end_to_end.py
tests/test_rag_pipeline_llm_failure.py
tests/test_registry.py
tests/test_retrieval_yaml_plugins.py
tests/test_rgs_chunk_id_fallback.py
tests/test_rgs_chunk_limit.py
tests/test_rgs_exclude_query.py
tests/test_rgs_max_chunks_limit.py
tests/test_rgs_metadata_format.py
tests/test_rgs_metadata_truncation.py
tests/test_rgs_no_citations.py
tests/test_rgs_prompt_core_logic.py
tests/test_rgs_prompt_slots.py
tests/test_rgs_strict_grounding_instruction.py
tests/test_smart_qdrant.py
tests/test_specialized_chunkers.py
tests/test_validation_filters_empty_documents.py
tests/test_writer_basic.py
tests/test_yaml_plugin_discovery.py