HarnessEvolve

"Learning from Reference Trajectories for Reliable Agent Self-Evolution." Huawei's ICT AI Competence Center (Shanghai) proposes a self-evolving harness framework that learns from reference trajectories and decouples execution, evaluation, optimization, and gating into separate agent modules to counter the credit-assignment failures, shortcut learning, and catastrophic forgetting that plague monolithic self-improvement loops. Distinct from Huawei's openJiuwen harness; no code repository found.