29 Oct 2026
How I run development with a coding agent
How I direct a coding agent before implementation, review its product checks and maintain the tools around it, with seven months of session logs and a proposed next step for a team.
Topic
AI
Self-hosted AI infrastructure, agents, and applied LLM engineering.
20 Aug 2026
How I stopped re-explaining the project to every AI agent
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
Four AI reviewers, one schema, and a fix I reverted
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
I built an AI agent that knows me
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.