---
title: "Princeton and Meta researchers teach AI agents to stop repeating their mistakes"
date: 2026-10-29
source: http://www.bing.com/news/apiclick.aspx?ref=FexRss&aid=&tid=6ae3b1f7292547b8a5f55702f4c49c81&url=https%3a%2f%2fcryptobriefing.com%2fprinceton-meta-self-direction-lora-ai-agents%2f&c=11300957299726502856&mkt=en-us
description: "Princeton and Meta's Self-Direction uses small LoRA adapters to help AI agents learn from mistakes, lifting GAIA success by 17.0 points."
---

# Princeton and Meta researchers teach AI agents to stop repeating their mistakes

Princeton and Meta's Self-Direction uses small LoRA adapters to help AI agents learn from mistakes, lifting GAIA success by 17.0 points.

*Published: 2026-10-29*