A Theory of Reliable Self-Evolution for Agent Harnesses.

arXiv:2609.08175v2 Announce Type: replace Abstract: In harness self-evolution, agents modify their own prompts, code, tools, and orchestration while keeping the underlying language model fixed. Recent work has shown that agents can improve themselves in respon