PulseEdge usable fwd21 model

Walk-forward LightGBM on liquid equities/ETFs (no crypto). Target: fwd_rank_21.

Holdout (2024-07 → 2026-08, after costs)

Rank-IC: 0.062391
Strategy net PnL: 0.027422
Sharpe: 0.3508
Max DD: 0.029637
Beats SPY buy&hold after costs: False
SPY B&H PnL: 0.409323

Universe size: 311. Features: 52.

Artifacts: pulseedge_usable_fwd21.joblib, .txt, train_report_usable.json, feature_importance.csv. Predict: python /opt/pulseedge/src/serve/predict_signals.py

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