Reward Engine: Reward-Centric Self-Evolution for Open-Ended Tool Agents.

arXiv:2610.22915v1 Announce Type: new Abstract: Open-ended tool agents can complete the same objective through different tool paths, and their quality depends jointly on the interaction trace, environment state, and final artifacts, so such tasks rarely admit