"""Serving layer — Gradio apps for the HF Space (PRD §6.6, §17).

identify.py   -> v0: mic/upload -> top-3 raagas.
contribute.py -> v1: predict -> confirm/correct -> writeback to the commons.
verify.py     -> v1: community verification queue.
"""