Per-chunk schema-constrained LLM extraction (gleanings off, one .gen() per chunk) into the GraphStore: model resolves config.graph.extraction_model -> GRAPHRAG_EXTRACTION_MODEL -> instance LLM_NAME; token_usage logged per call (_token_usage_source=graph_extraction, owner-attributed via decoded_token); chunk text fenced as untrusted; robust JSON parse (malformed/errors skip the chunk, never crash); resumable via graph_ingest_progress; max_chunks cap; entity names embedded + merged by normalized_name; chunk_id = doc_id so links match retrieval. Unit G3.
Alex