Xin-Yu Zhang

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

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 an executable ground-truth reward. The central challenge is therefore to construct a reward from existing ex...