Part 5 · Getting Reliable JSON Out of a Local LLM
format="json" gets you 90% of the way there. The other 10% is trailing commas, shape surprises, and items that almost-but-don't-quite match the schema. Here's the defensive pattern …
Part 4 · Crash-Resumable Ingestion: DBOS, SHA-256, and Surviving a kill -9
Re-embedding a 200-page PDF every time you tweak one paragraph is a tax nobody wants to pay. Here's how CogniVault uses DBOS workflows and content hashing to ingest only what …