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Summaries

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  1. Research9 Sep 2026 · #05Paper to BriefTurn an abstract and your notes into a one-page brief that quotes the paper and marks what you have not read.InTitle: Cache-aware agents for support mail. Authors: Ibarra, Cho. 2025. Not peer reviewed…OutThe decision lineMedium
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    1. 0:00 What was readAbstract plus the note that the refund tool is mocked and the human check is a checkbox.
    2. 0:08 The result, quotedMacro F1 0.61 to 0.74 on 400 tickets. Refunds over $50 still need a person.
    3. 0:16 The limitThe eval did not move live money. The brief says the appendix was not read, so latency is unknown.
    4. 0:24 The decision lineUseful as a design sketch for a mocked tool. Not evidence you can hand a payments review.

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