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  "notes": [
    "4h is resampled from fixed time/session buckets of 1h bars.",
    "Multifractality is a generalized-Hurst spread proxy, not full MF-DFA.",
    "Historical 1h analogues bootstrap the model; durable 64-bar shape memory uses the same retrieval vector after enough independent prospective episodes; multiscale geometry remains descriptive context.",
    "Legacy cohorts remain immutable and excluded from current metrics.",
    "Sizing and stop multipliers are research candidates only."
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  "pipeline": "MULTISCALE MARKET GEOMETRY -> STRUCTURAL RISK + FRACTAL MEMORY -> PROSPECTIVE FREEZE -> FORWARD VERIFICATION",
  "production_impact": false,
  "risk_definition": "Risk = f(scale, persistence, multifractality_proxy, tails)",
  "schema_version": "briefrooms-fse-public-v1",
  "source_status": {
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    "configured": 3,
    "errors": {}
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}