Runtime knobs (ctx/util/seqs/async/APC/drafter block) + mamba prefix-hit seed fix (vllm#55600), README on the single-Spark memory budget - #4

Runtime knobs (ctx/util/seqs/async/APC/drafter block) + mamba prefix-hit seed fix (vllm#55600), README on the single-Spark memory budget#4

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