Add model evaluation, explainability, text lab, and working demo samples

#1

Upgrade classifier to TF-IDF 1-3 grams; add /api/metrics and /api/analyze-text; Model Performance tab with live metrics and confusion matrix; bundled synthetic fintech screenshots so the OCR demo always works.

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