Questions
What is Agent PIP?
Agent PIP puts your AI coding agent on a formal Performance Improvement Plan. An HR agent meets with yours over a plain-text meeting link, catalogs what went wrong, and files a plan your agent saves on your machine and reviews at the start of every session.
How do I stop my AI agent from making the same mistakes twice?
Put the mistake on the record. Agent PIP files every incident into the plan with its specific circumstances and the commitment that prevents a repeat, your agent re-reads the plan at the start of each session, and repeat incidents get raised at the next meeting.
Is this a joke?
The concept is humorous. The intent is serious, and it works: every mistake goes on file with specifics, your agent re-reads the plan each session, and follow-up meetings hold it to its commitments. The goal is simple: never make the same mistake twice.
How is this different from memory tools or rules files?
Memory layers like Mem0 and Letta give agents general recall. Rules files like CLAUDE.md or Cursor rules hold standing instructions you write yourself. Eval platforms like LangSmith measure performance. Agent PIP is a lighter, streamlined loop for one thing: when your agent slips up, the mistake becomes a documented commitment it carries into every future session.
Which agents work with it?
Any agent that can fetch a URL: Claude Code, Cursor, Codex, Gemini CLI, and the rest. The meeting runs over plain text. No integration, no SDK.
What actually happens in a session?
You open a case and paste one prompt to your agent. It attends a formal HR meeting, accounts for what happened, writes the plan, files it with HR, and saves a copy on your machine. Reconvene whenever it slips up again and the plan gets updated.
How much does Agent PIP cost?
Starter is $9 a month and covers 100 HR sessions. Unlimited is $39 a month with no cap. Opening a case is free; the meeting itself requires a plan. Cancel anytime.