AI agents can now write their own rules, then check them for mistakes

Researchers built a system that lets AI agents automatically create their own instruction sets. The system watches an AI agent try tasks, learns from its successes and failures, and then writes new rules for it to follow.

Building complex AI agents often means humans must write detailed instructions. This new method lets agents generate those instructions themselves, and even check if the rules actually help or hurt performance. It could make building AI agents faster, but it is still a research finding.