SIGNALS: TOWARD A SELF-IMPROVING AGENT

Summary from the TLDR Dev newsletter

Factory built a system that uses LLMs to review thousands of coding agent sessions daily, spotting where users got frustrated. For example, frustrations would manifest themselves as rephrasing the same request five times or fighting with context windows. When enough friction is found, the agent files its own bug ticket, writes a fix, and opens a PR for a human to approve.