Improve detection accuracy with full-res tiling, config flags, and evaluation.

Phase 0 DDA: APP_MODE, image library API, GeoTIFF ingest, dev UI

Align production with no-login app and refresh deploy docs

Fix detection precision: gated fusion, strict registration, calibrated thresholds, preload model