├── .gitignore ├── .vscode └── settings.json ├── LICENSE ├── README.md ├── config ├── dictionary.json ├── dictionary.py ├── key.json ├── multimodal_config.json └── user_profile_lite.json ├── core ├── bidirectional_rag.py ├── cognitive_lattice.py ├── component_factory.py ├── conversation_engine.py ├── external_api_client.py ├── llama_client.py ├── models │ ├── __init__.py │ └── conversation_response.py ├── planning_interview.py ├── rag_manager.py ├── telemetry.py └── tool_manager.py ├── junk_drawer └── README.md ├── main.py ├── memory ├── DEBUG_LOGGING_README.md ├── README.md ├── __init__.py ├── adaptive │ ├── __init__.py │ ├── compressor.py │ ├── eviction.py │ └── rehydration.py ├── bridge_block_generator.py ├── bridge_models │ ├── __init__.py │ ├── bridge_block.py │ └── plan_models.py ├── chunking │ ├── __init__.py │ ├── chunk_engine.py │ └── chunk_storage.py ├── cognitive_lattice_memory.db ├── cognitive_lattice_memory.db-x-embeddings-1-embedding.bin ├── conversation_manager.py ├── debug_logger.py ├── debug_logs │ ├── 00_terminal_output_20251027_162328_918.txt │ ├── 00_terminal_output_20251027_201850_685.txt │ ├── 00_terminal_output_20251027_202138_402.txt │ ├── 00_terminal_output_20251027_202249_692.txt │ ├── 00_terminal_output_20251028_160805_912.txt │ ├── 00_terminal_output_20251028_160851_233.txt │ ├── 00_terminal_output_20251028_160905_601.txt │ ├── 00_terminal_output_20251028_160929_298.txt │ ├── 00_terminal_output_20251028_160950_369.txt │ ├── 00_terminal_output_20251028_161025_873.txt │ ├── 00_terminal_output_20251028_194427_095.txt │ ├── 00_terminal_output_20251028_194527_349.txt │ ├── 00_terminal_output_20251028_194749_878.txt │ ├── 00_terminal_output_20251028_194850_195.txt │ ├── 00_terminal_output_20251028_194906_552.txt │ ├── 00_terminal_output_20251028_195143_898.txt │ ├── 00_terminal_output_20251028_195801_853.txt │ ├── 00_terminal_output_20251029_134330_730.txt │ ├── 00_terminal_output_20251029_140055_073.txt │ ├── 00_terminal_output_20251029_140615_953.txt │ ├── 00_terminal_output_20251029_144315_871.txt │ ├── 00_terminal_output_20251029_144412_187.txt │ ├── 00_terminal_output_20251029_145315_565.txt │ ├── 00_terminal_output_20251029_145928_037.txt │ ├── 00_terminal_output_20251029_150137_778.txt │ ├── 00_terminal_output_20251029_202321_345.txt │ ├── 00_terminal_output_20251121_085327_358.txt │ ├── 00_terminal_output_20251124_120758_902.txt │ ├── 00_terminal_output_20251124_121012_827.txt │ ├── 00_terminal_output_20251124_121044_968.txt │ ├── 00_terminal_output_20251124_121045_159.txt │ ├── 00_terminal_output_20251124_121148_932.txt │ ├── 00_terminal_output_20251124_121149_134.txt │ ├── 00_terminal_output_20251124_121149_205.txt │ ├── 00_terminal_output_20251124_121413_573.txt │ ├── 00_terminal_output_20251124_121413_772.txt │ ├── 00_terminal_output_20251124_121452_273.txt │ ├── 00_terminal_output_20251124_121452_468.txt │ ├── 00_terminal_output_20251124_121452_536.txt │ ├── 00_terminal_output_20251124_121555_519.txt │ ├── 00_terminal_output_20251124_121555_718.txt │ ├── 00_terminal_output_20251124_121555_791.txt │ ├── 00_terminal_output_20251124_125251_416.txt │ ├── 00_terminal_output_20251124_125530_617.txt │ ├── 00_terminal_output_20251124_130857_531.txt │ ├── 00_terminal_output_20251124_140244_624.txt │ ├── 00_terminal_output_20251124_140244_940.txt │ ├── 00_terminal_output_20251124_140245_010.txt │ ├── 00_terminal_output_20251125_151829_110.txt │ ├── 00_terminal_output_20251125_152155_929.txt │ ├── 00_terminal_output_20251125_152412_259.txt │ ├── 00_terminal_output_20251125_152435_088.txt │ ├── 00_terminal_output_20251125_153033_078.txt │ ├── 00_terminal_output_20251125_153101_236.txt │ ├── 00_terminal_output_20251128_225913_080.txt │ ├── 00_terminal_output_20251128_230448_029.txt │ ├── 00_terminal_output_20251128_230901_570.txt │ ├── 00_terminal_output_20251128_231412_781.txt │ ├── 00_terminal_output_20251128_232234_928.txt │ ├── 00_terminal_output_20251128_232410_469.txt │ ├── 00_terminal_output_20251128_232459_506.txt │ ├── 01_user_query_20251027_162328_918.txt │ ├── 01_user_query_20251027_201850_685.txt │ ├── 01_user_query_20251027_202138_402.txt │ ├── 01_user_query_20251027_202249_692.txt │ ├── 01_user_query_20251028_160805_912.txt │ ├── 01_user_query_20251028_160851_233.txt │ ├── 01_user_query_20251028_160905_601.txt │ ├── 01_user_query_20251028_160929_298.txt │ ├── 01_user_query_20251028_160950_369.txt │ ├── 01_user_query_20251028_161025_873.txt │ ├── 01_user_query_20251028_194427_095.txt │ ├── 01_user_query_20251028_194527_349.txt │ ├── 01_user_query_20251028_194749_878.txt │ ├── 01_user_query_20251028_194850_195.txt │ ├── 01_user_query_20251028_194906_552.txt │ ├── 01_user_query_20251028_195143_898.txt │ ├── 01_user_query_20251028_195801_853.txt │ ├── 01_user_query_20251029_134330_730.txt │ ├── 01_user_query_20251029_140055_073.txt │ ├── 01_user_query_20251029_140615_953.txt │ ├── 01_user_query_20251029_144315_871.txt │ ├── 01_user_query_20251029_144412_187.txt │ ├── 01_user_query_20251029_145315_565.txt │ ├── 01_user_query_20251029_145928_037.txt │ ├── 01_user_query_20251029_150137_778.txt │ ├── 01_user_query_20251029_202321_345.txt │ ├── 01_user_query_20251121_085327_358.txt │ ├── 01_user_query_20251124_120758_902.txt │ ├── 01_user_query_20251124_121012_827.txt │ ├── 01_user_query_20251124_121044_968.txt │ ├── 01_user_query_20251124_121045_159.txt │ ├── 01_user_query_20251124_121148_932.txt │ ├── 01_user_query_20251124_121149_134.txt │ ├── 01_user_query_20251124_121149_205.txt │ ├── 01_user_query_20251124_121413_573.txt │ ├── 01_user_query_20251124_121413_772.txt │ ├── 01_user_query_20251124_121452_273.txt │ ├── 01_user_query_20251124_121452_468.txt │ ├── 01_user_query_20251124_121452_536.txt │ ├── 01_user_query_20251124_121555_519.txt │ ├── 01_user_query_20251124_121555_718.txt │ ├── 01_user_query_20251124_121555_791.txt │ ├── 01_user_query_20251124_125251_416.txt │ ├── 01_user_query_20251124_125530_617.txt │ ├── 01_user_query_20251124_130857_531.txt │ ├── 01_user_query_20251124_140244_624.txt │ ├── 01_user_query_20251124_140244_940.txt │ ├── 01_user_query_20251124_140245_010.txt │ ├── 01_user_query_20251125_151829_110.txt │ ├── 01_user_query_20251125_152155_929.txt │ ├── 01_user_query_20251125_152412_259.txt │ ├── 01_user_query_20251125_152435_088.txt │ ├── 01_user_query_20251125_153033_078.txt │ ├── 01_user_query_20251125_153101_236.txt │ ├── 01_user_query_20251128_225913_080.txt │ ├── 01_user_query_20251128_230448_029.txt │ ├── 01_user_query_20251128_230901_570.txt │ ├── 01_user_query_20251128_231412_781.txt │ ├── 01_user_query_20251128_232234_928.txt │ ├── 01_user_query_20251128_232410_469.txt │ ├── 01_user_query_20251128_232459_506.txt │ ├── 02_retrieved_context_20251027_162328_918.txt │ ├── 02_retrieved_context_20251027_201850_685.txt │ ├── 02_retrieved_context_20251027_202138_402.txt │ ├── 02_retrieved_context_20251027_202249_692.txt │ ├── 02_retrieved_context_20251028_195801_853.txt │ ├── 02_retrieved_context_20251029_134330_730.txt │ ├── 02_retrieved_context_20251029_140055_073.txt │ ├── 02_retrieved_context_20251029_140615_953.txt │ ├── 02_retrieved_context_20251029_144315_871.txt │ ├── 02_retrieved_context_20251029_144412_187.txt │ ├── 02_retrieved_context_20251029_145315_565.txt │ ├── 02_retrieved_context_20251029_150137_778.txt │ ├── 02_retrieved_context_20251029_202321_345.txt │ ├── 02_retrieved_context_20251121_085327_358.txt │ ├── 02_retrieved_context_20251124_120758_902.txt │ ├── 02_retrieved_context_20251124_121044_968.txt │ ├── 02_retrieved_context_20251124_121148_932.txt │ ├── 02_retrieved_context_20251124_121149_134.txt │ ├── 02_retrieved_context_20251124_121149_205.txt │ ├── 02_retrieved_context_20251124_121413_573.txt │ ├── 02_retrieved_context_20251124_121413_772.txt │ ├── 02_retrieved_context_20251124_121452_273.txt │ ├── 02_retrieved_context_20251124_121452_468.txt │ ├── 02_retrieved_context_20251124_121452_536.txt │ ├── 02_retrieved_context_20251124_121555_519.txt │ ├── 02_retrieved_context_20251124_121555_718.txt │ ├── 02_retrieved_context_20251124_121555_791.txt │ ├── 02_retrieved_context_20251124_125251_416.txt │ ├── 02_retrieved_context_20251124_125530_617.txt │ ├── 02_retrieved_context_20251124_130857_531.txt │ ├── 02_retrieved_context_20251124_140244_624.txt │ ├── 02_retrieved_context_20251124_140244_940.txt │ ├── 02_retrieved_context_20251124_140245_010.txt │ ├── 02_retrieved_context_20251125_151829_110.txt │ ├── 02_retrieved_context_20251125_152155_929.txt │ ├── 02_retrieved_context_20251125_152412_259.txt │ ├── 02_retrieved_context_20251125_152435_088.txt │ ├── 02_retrieved_context_20251125_153033_078.txt │ ├── 02_retrieved_context_20251125_153101_236.txt │ ├── 02_retrieved_context_20251128_225913_080.txt │ ├── 02_retrieved_context_20251128_230448_029.txt │ ├── 02_retrieved_context_20251128_230901_570.txt │ ├── 02_retrieved_context_20251128_231412_781.txt │ ├── 02_retrieved_context_20251128_232234_928.txt │ ├── 02_retrieved_context_20251128_232410_469.txt │ ├── 02_retrieved_context_20251128_232459_506.txt │ ├── 03_sliding_window_20251027_162328_918.txt │ ├── 03_sliding_window_20251027_201850_685.txt │ ├── 03_sliding_window_20251027_202138_402.txt │ ├── 03_sliding_window_20251027_202249_692.txt │ ├── 03_sliding_window_20251028_195801_853.txt │ ├── 03_sliding_window_20251029_134330_730.txt │ ├── 03_sliding_window_20251029_140055_073.txt │ ├── 03_sliding_window_20251029_140615_953.txt │ ├── 03_sliding_window_20251029_144315_871.txt │ ├── 03_sliding_window_20251029_144412_187.txt │ ├── 03_sliding_window_20251029_145315_565.txt │ ├── 03_sliding_window_20251029_150137_778.txt │ ├── 03_sliding_window_20251029_202321_345.txt │ ├── 03_sliding_window_20251121_085327_358.txt │ ├── 03_sliding_window_20251124_120758_902.txt │ ├── 03_sliding_window_20251124_121044_968.txt │ ├── 03_sliding_window_20251124_121148_932.txt │ ├── 03_sliding_window_20251124_121149_134.txt │ ├── 03_sliding_window_20251124_121149_205.txt │ ├── 03_sliding_window_20251124_121413_573.txt │ ├── 03_sliding_window_20251124_121413_772.txt │ ├── 03_sliding_window_20251124_121452_273.txt │ ├── 03_sliding_window_20251124_121452_468.txt │ ├── 03_sliding_window_20251124_121452_536.txt │ ├── 03_sliding_window_20251124_121555_519.txt │ ├── 03_sliding_window_20251124_121555_718.txt │ ├── 03_sliding_window_20251124_121555_791.txt │ ├── 03_sliding_window_20251124_125251_416.txt │ ├── 03_sliding_window_20251124_125530_617.txt │ ├── 03_sliding_window_20251124_130857_531.txt │ ├── 03_sliding_window_20251124_140244_624.txt │ ├── 03_sliding_window_20251124_140244_940.txt │ ├── 03_sliding_window_20251124_140245_010.txt │ ├── 03_sliding_window_20251125_151829_110.txt │ ├── 03_sliding_window_20251125_152155_929.txt │ ├── 03_sliding_window_20251125_152412_259.txt │ ├── 03_sliding_window_20251125_152435_088.txt │ ├── 03_sliding_window_20251125_153033_078.txt │ ├── 03_sliding_window_20251125_153101_236.txt │ ├── 03_sliding_window_20251128_225913_080.txt │ ├── 03_sliding_window_20251128_230448_029.txt │ ├── 03_sliding_window_20251128_230901_570.txt │ ├── 03_sliding_window_20251128_231412_781.txt │ ├── 03_sliding_window_20251128_232234_928.txt │ ├── 03_sliding_window_20251128_232410_469.txt │ ├── 03_sliding_window_20251128_232459_506.txt │ ├── 04_llm_prompt_20251027_162328_918.txt │ ├── 04_llm_prompt_20251027_201850_685.txt │ ├── 04_llm_prompt_20251027_202138_402.txt │ ├── 04_llm_prompt_20251027_202249_692.txt │ ├── 04_llm_prompt_20251028_195801_853.txt │ ├── 04_llm_prompt_20251029_134330_730.txt │ ├── 04_llm_prompt_20251029_140055_073.txt │ ├── 04_llm_prompt_20251029_140615_953.txt │ ├── 04_llm_prompt_20251029_144315_871.txt │ ├── 04_llm_prompt_20251029_144412_187.txt │ ├── 04_llm_prompt_20251029_145315_565.txt │ ├── 04_llm_prompt_20251029_150137_778.txt │ ├── 04_llm_prompt_20251029_202321_345.txt │ ├── 04_llm_prompt_20251121_085327_358.txt │ ├── 04_llm_prompt_20251124_120758_902.txt │ ├── 04_llm_prompt_20251124_121044_968.txt │ ├── 04_llm_prompt_20251124_121148_932.txt │ ├── 04_llm_prompt_20251124_121149_134.txt │ ├── 04_llm_prompt_20251124_121149_205.txt │ ├── 04_llm_prompt_20251124_121413_573.txt │ ├── 04_llm_prompt_20251124_121413_772.txt │ ├── 04_llm_prompt_20251124_121452_273.txt │ ├── 04_llm_prompt_20251124_121452_468.txt │ ├── 04_llm_prompt_20251124_121452_536.txt │ ├── 04_llm_prompt_20251124_121555_519.txt │ ├── 04_llm_prompt_20251124_121555_718.txt │ ├── 04_llm_prompt_20251124_121555_791.txt │ ├── 04_llm_prompt_20251124_125251_416.txt │ ├── 04_llm_prompt_20251124_125530_617.txt │ ├── 04_llm_prompt_20251124_130857_531.txt │ ├── 04_llm_prompt_20251124_140244_624.txt │ ├── 04_llm_prompt_20251124_140244_940.txt │ ├── 04_llm_prompt_20251124_140245_010.txt │ ├── 04_llm_prompt_20251125_152155_929.txt │ ├── 04_llm_prompt_20251125_152412_259.txt │ ├── 04_llm_prompt_20251125_152435_088.txt │ ├── 04_llm_prompt_20251125_153033_078.txt │ ├── 04_llm_prompt_20251125_153101_236.txt │ ├── 04_llm_prompt_20251128_225913_080.txt │ ├── 04_llm_prompt_20251128_230448_029.txt │ ├── 04_llm_prompt_20251128_230901_570.txt │ ├── 04_llm_prompt_20251128_231412_781.txt │ ├── 04_llm_prompt_20251128_232234_928.txt │ ├── 04_llm_prompt_20251128_232410_469.txt │ ├── 04_llm_prompt_20251128_232459_506.txt │ ├── 05_llm_response_20251027_162328_918.txt │ ├── 05_llm_response_20251027_201850_685.txt │ ├── 05_llm_response_20251027_202138_402.txt │ ├── 05_llm_response_20251027_202249_692.txt │ ├── 05_llm_response_20251028_195801_853.txt │ ├── 05_llm_response_20251029_134330_730.txt │ ├── 05_llm_response_20251029_140055_073.txt │ ├── 05_llm_response_20251029_140615_953.txt │ ├── 05_llm_response_20251029_144315_871.txt │ ├── 05_llm_response_20251029_144412_187.txt │ ├── 05_llm_response_20251029_145315_565.txt │ ├── 05_llm_response_20251029_150137_778.txt │ ├── 05_llm_response_20251029_202321_345.txt │ ├── 05_llm_response_20251121_085327_358.txt │ ├── 05_llm_response_20251124_121044_968.txt │ ├── 05_llm_response_20251124_121148_932.txt │ ├── 05_llm_response_20251124_121149_134.txt │ ├── 05_llm_response_20251124_121149_205.txt │ ├── 05_llm_response_20251124_121413_573.txt │ ├── 05_llm_response_20251124_121413_772.txt │ ├── 05_llm_response_20251124_121452_273.txt │ ├── 05_llm_response_20251124_121452_468.txt │ ├── 05_llm_response_20251124_121452_536.txt │ ├── 05_llm_response_20251124_121555_519.txt │ ├── 05_llm_response_20251124_121555_718.txt │ ├── 05_llm_response_20251124_121555_791.txt │ ├── 05_llm_response_20251124_125251_416.txt │ ├── 05_llm_response_20251124_125530_617.txt │ ├── 05_llm_response_20251124_130857_531.txt │ ├── 05_llm_response_20251124_140244_624.txt │ ├── 05_llm_response_20251124_140244_940.txt │ ├── 05_llm_response_20251124_140245_010.txt │ ├── 05_llm_response_20251125_152155_929.txt │ ├── 05_llm_response_20251125_152412_259.txt │ ├── 05_llm_response_20251125_152435_088.txt │ ├── 05_llm_response_20251125_153033_078.txt │ ├── 05_llm_response_20251125_153101_236.txt │ ├── 05_llm_response_20251128_225913_080.txt │ ├── 05_llm_response_20251128_230448_029.txt │ ├── 05_llm_response_20251128_230901_570.txt │ ├── 05_llm_response_20251128_231412_781.txt │ ├── 05_llm_response_20251128_232234_928.txt │ ├── 05_llm_response_20251128_232410_469.txt │ └── 05_llm_response_20251128_232459_506.txt ├── deprecated │ ├── README.md │ ├── lineage_methods.py │ └── span_methods.py ├── embeddings │ ├── __init__.py │ ├── chunker.py │ └── embedding_manager.py ├── fact_scrubber.py ├── gardener │ └── manual_gardener.py ├── id_generator.py ├── lineage_tracker.py ├── memory_retrieval_expansion.md ├── metadata_extractor.py ├── migrations │ ├── __init__.py │ ├── migration_runner.py │ ├── phase_11_5_chunks.sql │ └── phase_11_bridge_blocks.sql ├── models.py ├── retrieval │ ├── __init__.py │ ├── context_hydrator.py │ ├── crawler.py │ ├── hmlr_hydrator.py │ ├── hybrid_search.py │ ├── intent_analyzer.py │ ├── lattice.py │ └── quick_keywords.py ├── sliding_window_persistence.py ├── sliding_window_state.json ├── storage.py ├── synthesis │ ├── __init__.py │ ├── scribe.py │ ├── synthesis_engine.py │ └── user_profile_manager.py ├── tabula_rasa.py ├── topics │ ├── __init__.py │ ├── extractor.py │ ├── filter.py │ └── topic_embedder.py └── usage │ ├── __init__.py │ ├── metrics.py │ ├── parser.py │ └── tracker.py ├── ragas_results ├── ragas_results_test_2a.json ├── ragas_results_test_7a.json ├── ragas_results_test_7b.json ├── ragas_results_test_7c.json ├── ragas_results_test_8.json ├── test_12_hydra_e2e.json └── test_9_long_conversation.json ├── requirements.txt ├── test_plan.md ├── tests ├── memory │ └── sliding_window_state.json ├── ragas_results_test_8.json ├── ragas_test_2a_vague_retrieval.py ├── ragas_test_7b_vegetarian.py ├── ragas_test_7c_timestamp_ordering.py ├── ragas_test_8_multi_hop.py ├── ragas_test_9_long_conversation.py ├── ragas_validation.py ├── test_12_hydra_e2e.py ├── test_12_hydra_e2e_output.md ├── test_governor.py ├── test_hmlr_e2e.py ├── test_hmlr_storage.py ├── test_phase_11_3_fact_scrubber.py ├── test_phase_11_4_tabula_rasa_integration.py ├── test_phase_11_5_chunking.py ├── test_phase_11_5_governor_integration.py ├── test_phase_11_6_hydrator_integration.py ├── test_phase_11_7_e2e_validation.py ├── test_phase_11_8_context_composition.py ├── test_phase_11_9_e_2a_e2e.py ├── test_phase_11_9_e_2a_fact_store.py ├── test_phase_11_9_e_2b_cross_block.py ├── test_phase_11_9_e_3a_vague_query.py ├── test_phase_11_9_e_3b_vague_reference.py ├── test_phase_11_9_e_4a_keyword_accumulation.py ├── test_phase_11_9_e_7a_api_key_rotation.py ├── test_phase_11_9_e_7b_vegetarian_conflict.py ├── test_phase_11_9_e_7c_timestamp_ordering.py ├── test_phase_11_9_e_fact_conflicts.py ├── test_tabula_rasa.py └── universal_e2e_test_template.py ├── tools ├── document_processor_tool.py ├── flight_planner_tool.py ├── flight_selection_tool.py ├── hotel_planner_tool.py ├── hotel_selection_tool.py ├── restaurant_planner_tool.py ├── restaurant_selection_tool.py └── web_automation │ ├── CognitiveLattice_Test_Suites_README.md │ ├── WEB_AUTOMATION_REWRITE_PLAN.md │ ├── best_of_both_worlds_chrome.py │ ├── browser_controller.py │ ├── browser_engine_tool.py │ ├── cognitive_lattice_web_agent.py │ ├── cognitive_lattice_web_coordinator.py │ ├── dom_processor.py │ ├── lattice_logger.py │ ├── models.py │ ├── old_cognitive_lattice_web_agent.py │ ├── old_vision_dom_reasoner.py │ ├── prompt_builder.py │ ├── safety.py │ ├── simple_web_agent.py │ └── step_executor.py └── utils └── plan_display.py /.gitignore: -------------------------------------------------------------------------------- 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