https://video.ut0pia.org/videos/watch/b59573b0-8f8d-4ec5-8b4b-4bdef0794432 An agent hands a doctor a clean, confident fact: the patient has a penicillin allergy. But that fact was synthesized from three sources, an EHR record, a lab report, and something the patient typed into an intake chatbot, and by the time it reaches the doctor, which one it came from is gone. You cannot just stamp a source ID on it, because the LLM merged entities and later data invalidated earlier facts, so the store keeps shifting under your pointer. Daniel Chalef's argument is that provenance for a knowledge graph an LLM builds has to be a graph itself. In Graphiti, the open source framework behind Zep, sources become episodes and every derived fact links back to them, so tracing a fact to its origin is just a graph walk. Tag a source once and the tag follows every node and edge derived from it, which lets an agent keep only facts from verified clinical sources. Deletion is the same walk in reverse: a GDPR erasure removes a source, and a fact survives only if another source still supports it. Compliance gets an audit trail, and engineers get agents they can debug instead of black boxes. Speaker info: https://x.com/danielchalef, https://www.linkedin.com/in/danielchalef/, https://github.com/getzep/graphiti, Timestamps: 0:00 - Why LLM synthesis destroys the paper trail 1:10 - Graphiti, Zep, and the provenance problem 1:47 - The failure mode: a penicillin allergy from three sources 2:53 - Why a source ID does not survive an LLM pipeline 4:20 - Provenance as a graph: tracing a fact is a walk 5:09 - Keeping lineage correct through merges and invalidation 6:06 - Metadata projection: tag a source once 7:25 - Mixed trust parents: allergy flags versus consent 8:57 - Deletion: GDPR erasure through the same edges 10:26 - Benefits: compliance, veracity, and debuggability 11:31 - Q&A: cost, dedup, and why not just markdown Thu, 23 Jul 2026 19:33:44 GMT https://validator.w3.org/feed/docs/rss2.html PeerTube - https://video.ut0pia.org https://video.ut0pia.org/lazy-static/avatars/0287a09a-aae7-4840-9843-b416426e7046.webp https://video.ut0pia.org/videos/watch/b59573b0-8f8d-4ec5-8b4b-4bdef0794432 All rights reserved, unless otherwise specified in the terms specified at https://video.ut0pia.org/about and potential licenses granted by each content's rightholder.