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INSIGHTS

Notes on documents and AI.

What we learn building a spreadsheet that reads. Longer reads, no fluff.

RESEARCHWhy one giant prompt fails at 300 documentsAttention thins out as context grows. The fix is structural, not a better model.
PRACTICEConfidence scores your team can act onA number is only useful if something happens below the threshold.
PRACTICERepeatability beats brilliance in back-office AIThe same answer on Monday and Wednesday is worth more than a clever one once.
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