How can a self-evolving harness benefit a model’s capabilities? We explore Harness Updating Is Not Harness Benefit: Disentangling Evolution Capabilities in Self-Evolving LLM Agents (Lin, et al., 2026) to find out.

https://doi.org/10.48550/arXiv.2605.30621