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cybermaggedon 35128ff019
Add unified explainability support and librarian storage for (#693) 
Add unified explainability support and librarian storage for all retrieval engines

Implements consistent explainability/provenance tracking
across GraphRAG, DocumentRAG, and Agent retrieval
engines. All large content (answers, thoughts, observations)
is now stored in librarian rather than as inline literals in
the knowledge graph.

Explainability API:
- New explainability.py module with entity classes (Question,
  Exploration, Focus, Synthesis, Analysis, Conclusion) and
  ExplainabilityClient
- Quiescence-based eventual consistency handling for trace
  fetching
- Content fetching from librarian with retry logic

CLI updates:
- tg-invoke-graph-rag -x/--explainable flag returns
  explain_id
- tg-invoke-document-rag -x/--explainable flag returns
  explain_id
- tg-invoke-agent -x/--explainable flag returns explain_id
- tg-list-explain-traces uses new explainability API
- tg-show-explain-trace handles all three trace types

Agent provenance:
- Records session, iterations (think/act/observe), and conclusion
- Stores thoughts and observations in librarian with document
  references
- New predicates: tg:thoughtDocument, tg:observationDocument

DocumentRAG provenance:
- Records question, exploration (chunk retrieval), and synthesis
- Stores answers in librarian with document references

Schema changes:
- AgentResponse: added explain_id, explain_graph fields
- RetrievalResponse: added explain_id, explain_graph fields
- agent_iteration_triples: supports thought_document_id,
  observation_document_id

Update tests.
2026-03-12 21:40:09 +00:00
..
test_agent Add unified explainability support and librarian storage for (#693) 2026-03-12 21:40:09 +00:00
test_base Embeddings API scores (#671) 2026-03-09 10:53:44 +00:00
test_chunking Fix ontology RAG pipeline + add query concurrency (#691) 2026-03-12 11:34:42 +00:00
test_cli Fix/tests (#647) 2026-02-23 22:01:47 +00:00
test_clients Embeddings API scores (#671) 2026-03-09 10:53:44 +00:00
test_config Structure data mvp (#452) 2025-08-07 20:47:20 +01:00
test_cores Remove redundant metadata (#685) 2026-03-11 10:51:39 +00:00
test_decoding Extract-time provenance (#661) 2026-03-05 18:36:10 +00:00
test_direct Fix Cassandra schema and graph filter semantics (#680) 2026-03-10 12:52:51 +00:00
test_embeddings Embeddings API scores (#671) 2026-03-09 10:53:44 +00:00
test_extract Changed schema for Value -> Term, majorly breaking change (#622) 2026-01-27 13:48:08 +00:00
test_gateway Remove redundant metadata (#685) 2026-03-11 10:51:39 +00:00
test_knowledge_graph The id field in pipeline Metadata was being overwritten at each processing (#686) 2026-03-11 12:16:39 +00:00
test_query Knowledge core processing updated for embeddings interface change (#681) 2026-03-10 13:28:16 +00:00
test_retrieval Add unified explainability support and librarian storage for (#693) 2026-03-12 21:40:09 +00:00
test_rev_gateway Fix tests (#593) 2025-12-19 08:53:21 +00:00
test_storage Remove redundant metadata (#685) 2026-03-11 10:51:39 +00:00
test_text_completion Structured data 2 (#645) 2026-02-23 15:56:29 +00:00
__init__.py Test suite executed from CI pipeline (#433) 2025-07-14 14:57:44 +01:00
test_prompt_manager.py Feature/prompts jsonl (#619) 2026-01-26 17:38:00 +00:00
test_prompt_manager_edge_cases.py Update to enable knowledge extraction using the agent framework (#439) 2025-07-21 14:31:57 +01:00
test_python_api_client.py Structured data 2 (#645) 2026-02-23 15:56:29 +00:00