Stage audio tool-routing adaptation and use typed argument heads
For audio-conditioned tool routing with a small ASR language model, add task-specific route and typed argument heads to the fused audio-text hidden state and adapt the backbone in stages. Start with the backbone frozen; train pooling, route, presence, enum, and span/candidate hea…