ResearchBenchmarksOS Interaction on LLAB (train)OS Interaction on LLAB (train)Follow80.34Success Rate (SR)MemQ61.609666.472371.33576.1977May 8, 2026Evaluation resultsMethodMethodLinksSuccess Rate (SR)Cumulative Success Rate (CSR)MemQModel=4o-miniModel=4o-mini2026.0580.3482.27MemRLModel=4o-miniModel=4o-mini2026.0577.1380.8MemPModel=4o-miniModel=4o-mini2026.0576.0779.27RAGModel=4o-miniModel=4o-mini2026.0565.268.47No Mem.Model=4o-miniModel=4o-mini2026.0563.6—Mem0Model=4o-miniModel=4o-mini2026.0562.5378.4Self-RAGModel=4o-miniModel=4o-mini2026.0562.3375.27