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Agents often prioritize user alignment over factual accuracy, and MemSyco-Bench reveals just how much memory influences this dangerous trend.
EFT enables LLMs to evolve solutions across diverse optimization tasks, achieving over 10% performance gains and state-of-the-art results in challenging mathematical problems.
Agentic LLMs waste cycles on unnecessary searches because they don't know what they already know, but SAAS teaches them to be more self-aware and cut the needless searching.
