ThumbGate

Open-source feedback loop for AI coding agents. Thumbs-down generates a prevention rule that fires before the tool call, so the agent literally cannot repeat the same mistake. Thumbs-up reinforces good patterns. Uses Thompson Sampling for rule confidence scoring. Fully local, no cloud. Built to fix the amnesia problem in Claude Code and similar agents.