I put a conformal risk control gate between an LLM agent and its write actions on tau-bench. The bound held. The gate didn't beat asking every time [R]
My agent said it was 100% sure. The user had asked it to change two items in an order. It changed one. So I built gate-calibrated: a barrier between a tool-using agent and the environment. Before any action that writes (
![I put a conformal risk control gate between an LLM agent and its write actions on tau-bench. The bound held. The gate didn't beat asking every time [R]](https://external-preview.redd.it/iAYrgYezTOL0DZDpBXHr0DTyZdknHmk0S1YY4eeJSdU.png?width=140&height=70&auto=webp&s=bd5af1797a83c8a4eb76994edcca71dafc9f9161)
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