Fighter's World

Aug 21, 2026 · Artificial Intelligence

Agent Self-Evolution: From Experience to Verifiable Capability Growth

This article analyzes Agent self-evolution across three levels—event, effective, and reliable—detailing update paths, learning signals, update objects, the learning loop, verification methods to prove real capability growth, and current boundaries of recursive self-improvement.