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2 articles tagged with this topic

Local Hack Triples 256k Inference Speed, but Commercial Hurdles Remain

Reddit user validates chunked KV cache on a small open-source model: 256k prefill runs 3x faster, needle-in-haystack accuracy holds. Real value: bottl

Aug 222 min read

DeepSeekV4-Flash

DeepSeek V4-Flash Falls Asleep Mid-Task: The Hidden Cost of Local AI Deployment

DeepSeek's V4-Flash open-source model silently halts generation past 100k tokens. Concrete proof that "downloadable" and "reliably usable" are still f

Aug 92 min read