Remove local figures.json files, rely on HF raw URLs

Add versioned figures manifest support

Fix metrics loading and restructure pytest suite

fix: recommendation system

fix: metrics/dataset

fix: dropdown and frontend

fix: made download background and ui sub menu for model select

fix: memory overload by adding top models and options to load singular models

fix: frontend metrics & added model selection for recommendations

fix:v3

refactor: fix the docs and dynamic model load

fix: correct v3 feature order (FEAT_SCALAR+6), fix 0 SOH predictions

fix: predict_array zero-pads X to model n_features_in_, normalize versions to registry

fix: remaining v3 bugs - TFT n_feat detection, simulate URL, features from artifacts

fix: proper v3 implementation - auto-detect n_feat, fix simulate URL, fix model_count

fix: use ASCII arrow in upload script (Windows cp1252 compatibility)

feat: v3 models - XGBoost R2=0.9866, GradientBoosting R2=0.9860 as default

fix: use as_posix() for HF repo paths (Windows backslash bug in upload)

fix: upload per-subdirectory to avoid commit timeout; fix .hfignore encoding + artifacts/

feat: HF model repo at v1/v2 root; version selector UI with download submenu; artifacts/ out of git

fix: use project root as snapshot_download local_dir (fix double artifacts/ path)

fix: include figures/reports in HF Hub upload; fix unicode print on Windows

Add notebooks

feat: full project — ML simulation, dashboard UI, models on HF Hub