Self-Evolving Agents via Likelihood-Guided Tool-Space Optimization.

arXiv:2609.34151v1 Announce Type: new Abstract: Self-evolving agents can continually improve their behavior, while tools define the executable action space through which they interact with the environment. However, exposing the full tool library to model intro