Ovidiu U 25cf022964
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feat: add prediction rebuild design spec — Layer 1 ridge model, LLM news overlay, volatility regime detector
Documents complete replacement of six-signal aggregator with calibrated
ridge forecaster trained on 435 weeks of BEIS pump prices. Five-layer
architecture: weekly baseline (Layer 1), local snapshot (Layer 2),
rule-gated verdict merger (Layer 3), daily LLM news
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