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IBM Research tested ALTK-Evolve agent memory across eight models on AppWorld. Strong models like DeepSeek-V3.2 gained +9.5pp with full guidelines, while gpt-oss-120b gained +16.1pp with curated retrieval at only +5% tokens. Saturated models like GLM-5 showed no gain.
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