ResearchBenchmarksDB Task on Lifelong Agent Bench (val)DB Task on Lifelong Agent Bench (val)Follow94.2Success RateMemRL83.69686.42389.1591.877Jan 6, 2026Evaluation resultsMethodMethodLinksSuccess RateMemRLModel=GPT-4o-miniModel=GPT-4o-mini2026.0194.2Mem0Model=GPT-4o-miniModel=GPT-4o-mini2026.0193.5MemPModel=GPT-4o-miniModel=GPT-4o-mini2026.0192.8RAGModel=GPT-4o-miniModel=GPT-4o-mini2026.0192Self-RAGModel=GPT-4o-miniModel=GPT-4o-mini2026.0188.1No MemoryModel=GPT-4o-miniModel=GPT-4o-mini2026.0184.1