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SuffixReplay is presented, the first prefix caching system that lets hybrid LLMs reuse cached prefixes at every cache-supported page boundary without materializing recurrent-state checkpoints and is evaluated on three hybrid LLMs.
This work presents \textsc{Revise}, a validity-guided runtime for fine-grained recovery in structured agent workflows, a validity-guided runtime for fine-grained recovery in structured agent workflows that matches a latest-version oracle with no stale outputs or effects.
Tail-Replay is presented, a prefix caching mechanism that enables unconstrained token-level prefix reuse in hybrid large language models and is evaluated on three Gated DeltaNet-based hybrid models using the LongBench and RULER benchmarks.
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