Cache each position once while generating the audio codebooks, preserving frame-local RoPE positions and the full-prefix reference path. Share compiled batch and position shapes to avoid specialization-limit fallback. Add one compact parity regression covering frame reuse. Signed-off-by: Sy03 <1370724210@qq.com>