Module extract 

Conversation chunking and LLM-powered entity/relationship extraction.

Functions

chunk_conversation

Split conversation text into chunks of approximately target_tokens tokens.

extract_from_chunk

Extract entities and relationships from a conversation chunk using an LLM.

flatten_extraction

Convert cases, patterns, and preferences into ExtractedEntity entries so they go through the same dedup pipeline.

parse_extraction_response

Parse the LLM’s JSON response into an ExtractionResult. Defensively handles markdown fencing and malformed JSON.