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@@ -19,6 +19,9 @@ Predicts next-day settlement-fail notional for US Treasuries & corporates.
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  * `xgb_next_day_fails_model.joblib` – point prediction
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  * `lgb_quantile90_next_day_fails.joblib` – 90-percentile upper-bound
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  Trained on FINRA FTD + TRACE (2009-2025).
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  **Usage**
 
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  * `xgb_next_day_fails_model.joblib` – point prediction
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  * `lgb_quantile90_next_day_fails.joblib` – 90-percentile upper-bound
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+ <img src="streaming forecaster.PNG" alt="Streaming Fail-Forecaster: training & inference flow" width="60%">
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  Trained on FINRA FTD + TRACE (2009-2025).
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  **Usage**