Local-only preference learner for Instagram with robust watch-time, AB-learning, rich overlays, filters, snapshots, resizable/responsive UI, per-media tuning, debug tools, creator overexposure dampener, and a modern button system (ripple, tooltips, segmented/toggles, icon buttons, quick actions). Fully standalone and polished.
