Welcome
A personal knowledge base of annotated summaries, quotes, and notes.
Ralph Wiggum as a “Software Engineer”
Geoffrey Huntley describes Ralph, a technique that runs AI coding agents in an infinite loop with continuous prompt tuning to build greenfield software projects.
You Don't Need SaaS. The $0.10 System That Replaced My AI Workflow (45 Min No-Code Build)
Why AI tools’ siloed memory creates lock-in, and how a Postgres database with vector embeddings exposed via MCP can give every agent persistent, semantic access to your accumulated knowledge.
Effective Harnesses for Long-Running Agents
How to help AI agents maintain progress across multiple sessions using persistent state artifacts like progress files, feature lists, and structured startup routines.