Agent走向长线协作的关键一战：AML首期揭榜，谁将引领下一代记忆范式革命

TL;DR - The inaugural Agent Memory Leaderboard (AML) ranks MemoraX first overall at 58.0 and InvMem first among open-source methods at 45.1. It introduces a standardized framework for comparing long-term memory systems independently of answer-generation models.

• AML standardizes Add/Search interfaces while fixing answer models, prompts, judges, and aggregation rules.
• Its evaluation spans 10+ benchmarks, 1,500+ long-horizon tasks, and seven text-memory capability dimensions.
• MemoraX led every evaluated text-memory dimension; open-source leaders InvMem, ReFind, and ActiveMemoryIndex scored closely.
• The results highlight a shift from basic retrieval toward active memory governance, isolation, lifecycle management, and realistic end-to-end evaluation.