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Research2026-06-27 · source-backed
DeepSeek released DSpark plus a full open-source training and eval stack called DeepSpec. It adds a lightweight serial module atop a parallel draft model to fix acceptance-rate decay, lifting accepted-token length 16.3% to 30.9% over Eagle3 and DFlash. The paper hit #1 on HN at 510 points. (DeepSeek / GitHub) The enhanced V4 Flash and Pro checkpoints are already live. Inference throughput is the cost wall for anyone serving models at scale, and an 80%-ish speedup with open training code is a real lever, not a benchmark trophy.
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Unsloth Studio supports DeepSeek / Shared entities / Same source domain / Shared topic / What happened next
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openclaude uses DeepSeek / Shared entities / Same source domain / Shared topic / Earlier coverage / Tension
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DeepSeek released DeepSeek Harness / Shared entities / Same source domain / Shared topic / What happened next
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DeepSeek released DeepSeek V4 Pro / Shared entity: GitHub / Same source domain / Shared topic / Earlier coverage
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openclaude uses DeepSeek / Shared entity: DeepSeek / Same source domain / Shared topic / Earlier coverage / Tension
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DFlash uses Qwen / Shared entity: GitHub / Shared topic / Earlier coverage / Tension
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DFlash uses Gemma / Shared entity: DeepSeek / Same source domain / Shared topic / Earlier coverage
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DeepSeek competes with Anthropic / Shared entity: GitHub / Same source domain / Shared topic / Earlier coverage
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