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Ling-3.1-flash is open source, and its serving cookbook includes a 5,952-token prefix restoration example

A concrete long-context detail in the new Ling-3.1-flash release: the SGLang cookbook demonstrates HiCache with a Mooncake L3 backend, restoring 5,952 of 6,000 prefix tokens in its documented test. That gives the release a useful context-reuse example alongside its advertised 1M-token model window.…

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  1. 2026-10-18 11:35 · r/huggingface
    Ling-3.1-flash is open source, and its serving cookbook includes a 5,952-token prefix restoration example

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