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Phase 1 - delete dead code: - studio.py, migrate_add_instruct.py, utils/validation.py - duplicate _profile_to_response in main.py, duplicate asyncio import - pointless _get_profiles_dir/_get_generations_dir wrappers - duplicate LANGUAGE_CODE_TO_NAME and WHISPER_HF_REPOS constants Phase 2 - extract backends/base.py with shared utilities: - is_model_cached() replaces 7 copy-pasted HF cache checks - get_torch_device() replaces 5 device detection methods - combine_voice_prompts() replaces 5 identical implementations - model_load_progress() ctx manager replaces progress boilerplate in all backends - patch_chatterbox_f32() replaces identical monkey-patches in both chatterbox backends net -1078 lines across the backend