AIBullisharXiv – CS AI · 4h ago6/10
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M$^\star$: Every Task Deserves Its Own Memory Harness
Researchers introduce M★, a method that automatically evolves task-specific memory systems for large language model agents by treating memory architecture as executable Python code. The approach outperforms fixed memory designs across conversation, planning, and reasoning benchmarks, suggesting that specialized memory mechanisms significantly outperform one-size-fits-all solutions.