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How Much Memory Does Your Agent Actually Need?

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huggingface | Aug 18, 2026 | Vatche Isahagian, Gaodan Fang, Jayaram Radhakrishnan, Punleuk Oum, Ashwath Vaithinathan Aravindan, Evelyn Duesterwald, G Thomas, Vinod Muthusamy, Merve Unuvar, Ayhan Sebin

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Across eight models spanning the capability spectrum, we saw three recurring patterns: Strong models with headroom want the full guideline set — every guideline, including rare edge-case lessons. Smaller or weaker models get drowned by a large guideline set. Every mined guideline, injected on every ReAct step.

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