{"slug":"audio-to-image","question":"How do I turn audio into an image?","answer":"Transcribe the audio to text, then generate an image from that text. a2a.computer plans this cross-modal path across the multi-modal capability family and realizes each hop under policy with evidence.","source":"audio","target":"image","family":"Multi-modal","methodology":"The planner crosses modalities using governed capabilities — huggingface.transcribe_audio (Whisper) then huggingface.generate_image (diffusers). The route is derived from the capabilities' own representation types, not hand-authored.","limitations":["Both hops are lossy transforms across modalities; the generated image reflects the transcript, not the original audio.","Image generation is a side-effecting capability — realization is approval-gated where policy requires it."],"related":["audio-to-text","huggingface-model-to-gguf"],"updated":"2026-08-12","paths":{"source":"audio","target":"image","paths":[{"rank":1,"score":0.495,"total_loss":0.28,"total_cost_s":50,"hops":2,"max_risk":"medium","steps":[{"capability_id":"chp.adapters.huggingface.transcribe_audio","consumes":"audio","produces":"text","loss":0.1,"cost_s":30,"risk":"medium","note":"Transcribe an audio file to text (Whisper ASR)."},{"capability_id":"chp.adapters.huggingface.generate_image","consumes":"text","produces":"image","loss":0.2,"cost_s":20,"risk":"medium","note":"Generate an image from a text prompt (diffusers)."}]}],"eliminated":[],"diagnostic":null},"path_error":null,"capability_ids":["chp.adapters.huggingface.transcribe_audio","chp.adapters.huggingface.generate_image"],"mcp_tools":["find_transmutation_paths","estimate_transmutation","realize_state","retrieve_evidence"]}