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fold_metrics.json

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optuna_report.json

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thresholds.json

@@ -1,8 +1,7 @@
 {
   "trading": {
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-  "notes": "Directional model: enter UP if pred >= p_up_threshold AND up_ask <= entry_price_max. Enter DN if pred <= p_dn_threshold AND dn_ask <= entry_price_max. Else skip."
+  "notes": "Edge-margin rule: edge_up = model_pred - up_ask; edge_dn = (1 - model_pred) - dn_ask. Enter the side with the larger edge, iff that edge >= edge_threshold. Edge is expected PnL per share before fees."
 }