Agents stop waiting for an external teacher: ClawLoop has them write tasks, diagnose failures, and retrain in the same sandbox
ClawLoop closes task synthesis, training, and failure diagnosis into one loop so harness-based agents improve without an external teacher model, beating the one-shot ClawGym pipeline on SkillsBench, Claw-Eval-Live, and ClawGym-Bench.