ResearchBenchmarksRobotic Manipulation (Lift) on LiftFollow100Success RateAct–Observe–Rewrite9597.5100102.5Mar 3, 2026Evaluation ResultsMethodMethodLinksSuccess RateLLM Call CountAct–Observe–RewriteResidual failure=NoneResidual failure=None2026.031003