Project the encoder output into every decoder layer's cross K/V.
Pipelined greedy step over token and timestamp-state arrays.
Multi-token prefill: fills the self-KV cache, returns logits [B, T, V].
One compiled decode step: pre-filter and filtered last-position logits [B, V] f32.
The optimized execution path of a speech graph (temperature-0 decoding, beam search). Every step returns owned arrays.