Self-Designed Evaluators and Warm Memory for Long-Horizon Agents.

arXiv:2609.33717v1 Announce Type: new Abstract: A tool-using language-model agent deployed over a long stream of tasks receives no reward, so it cannot tell whether it succeeded, cannot safely retry, and cannot label the experience it needs to improve. We pres