{
  "searched": true,
  "exact_model_spaces": [],
  "related_spaces": [
    { "id": "ACE-Step/Ace-Step-v1.5", "task": "Image Generation", "applicable": false, "note": "Stage/sdks differ, files not downloadable; may be a different release." },
    { "id": "ACE-Step/ACE-Step", "task": "Music Generation", "applicable": true, "note": "Same organization; not exact model id; files not directly inspectable." },
    { "id": "victor/ace-step-jam", "task": "Music Generation", "applicable": true, "note": "Gradio-based ACE-Step music Space; mentioned in gist as example." },
    { "id": "timefractal/ACE-Step-Turbo-Music-Gen", "task": "Music Generation", "applicable": true, "note": "Turbo variant reference Space, directly relevant but files not directly inspectable." }
  ],
  "useful_patterns": [
    "Module-level model preload with .to('cuda') and @spaces.GPU wrapped inference is standard for diffusers audio on ZeroGPU.",
    "Enable VAE tiling to keep decode memory bounded for long-form audio.",
    "Use soundfile to write output waveform to a temporary .wav path for Gradio Audio output."
  ],
  "files_checked": ["app.py (attempted)", "requirements.txt (attempted)", "README.md (attempted)"],
  "applicability": "gist-derived patterns applied; direct reference files unavailable for inspection, so implementation is based on model card, repo tree, and official diffusers loader.",
  "risks": ["Cannot verify exact reference dependency pins or known workarounds.", "If diffusers source install lacks AceStepPipeline or has breaking changes, the Space may fail at runtime."],
  "no_reference_found_reason": "No exact Space for ACE-Step/acestep-v15-xl-turbo-diffusers was discoverable in search results. Related Spaces were not directly inspectable via Hub CLI due to access/file resolution issues in this environment. Proceeding from model card and repo tree evidence."
}