The Self-Evolving AI Agent: How to Stop Correcting Your LLM Twice

We’ve all been there. You’re working on a lightweight Go microservice. You ask your AI agent to add a simple health-check endpoint. The agent responds: "Sure! I'll just install the Gin framework and three middleware libraries..." You stop it. "No. This is a zero-dependency project. Use net/http from the standard library." The agent apologizes, fixes the code, and you move on. But then comes tomorrow. You start a new session, ask for a logging utili