I Built a Feedback-to-Enforcement Pipeline That Stops Claude Code From Repeating Mistakes

This article describes recurring problems with AI coding agents, such as session amnesia, hallucinations, and repeated errors. It presents a solution called 'thumbgate', a feedback-to-enforcement pipeline that learns from mistakes and prevents their recurrence.