Topic
Self-hosted AI infrastructure, agents, and applied LLM engineering.
20 Aug 2026
Decisions lived in chats, then in two docs folders, then in one knowledge base that Claude Code searches by meaning. The episode that convinced me, and the rule that came with it: a found note is a claim, not a fact.
26 Jul 2026
I had four models audit the same Prisma schema twice each, verified every claim by script, and still implemented a critical finding the application had already solved. What eight AI reviews are good for, and what they are not.
15 Jun 2026
A self-hosted AI agent with local embeddings, hybrid retrieval, and persistent memory over my own knowledge base — and why the hard part wasn't the model.