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      <title>Forecasting the Forecast: Why Agentic AI Is Learning to Doubt Itself</title>
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      <description>A mechanism-first reading of Bayesian Linguistic Forecaster, showing why structured belief states, multi-trial aggregation, and calibration matter more than another confident one-shot answer.</description>
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