SmartApe AI

Oct 30, 2026 · Artificial Intelligence

ClawLoop: Harness-Native Agent Self-Improvement Loop Without Stronger Teacher Models

Meituan and Peking University propose ClawLoop, a Harness-native framework closing the loop of task generation, model training, and diagnostic feedback, enabling agents to self-improve without stronger teacher models; experiments on Qwen3.6-27B show consistent gains across three benchmarks after three iterations, with SkillsBench rising from 46.3 to 57.2.