hybrid: reuse expert prefetch staging across prompts

Bind MUL_MAT_ID copies to persistent GPU slots so follow-up prefill
does not cudaMalloc 210 MiB after gallocr shrink. Optional mmap host
pin and froggeric Qwen chat template.

Assisted-by: Grok