ResearchBenchmarksAgent Task Completion on AppWorld (Official)Follow60.1AccuracyMetis51.46853.70955.9558.191Jun 23, 2026Evaluation ResultsMethodMethodLinksAccuracyExecution Tokens (K)ReAct TurnsReflection Cost (M)Metis2026.0660.197.411.257.9SkillX2026.0654.8100.312.39.4ACE2026.0653.6422.413.66.9No Memory2026.0651.8112.614.550