Separate income/expense LightGBM regressors, time-aware features, walk-forward validation, and 80% confidence intervals make cash-flow projections actionable.
A hybrid categorization system with rule-based fallback, LightGBM classifier, and confidence-gated ML predictions—ensuring sensible behavior from day one.