feat: add extract_features + retrain_all pipeline scripts

fix(test+frontend+scripts): methods count, 25->26, logo, script cleanup

fix(accuracy): extract features from train split not val split

feat(ensemble): — XGBoost trained classifier replaces hardcoded signal weights