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GLM EAGLE Prefill evaluates draft outputs that are discarded. Write the single NextN block's MLA KV and K-pool/tail caches directly, skipping query, attention, FFN and logits for eager FP8-KV Prefill with one TP rank per DP and MTP1. Other configurations retain full forward.
Validation: 63 CPU/CUDA tests on H100, plus four byte-exact comparisons against unmodified main cache writers covering HOLD, 8K chunks, mixed long prefixes and pool boundaries.