Text Tokens Latent Prefix Acoustic Mel/Lat Continuation Loop Text Prompt Ref Audio (Opt) Audio Encode MiniCPM Semantic Residual Ac. LM Local DiT/UCFM AudioVAE Decode Output Waveform