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DeepSeek 上线识图能力,价格国产最低 — 但复刻页面实测不如 K3
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DeepSeek Hits 67 token/s on Two $9K Mini Boxes — Local LLM Floor Is Caving In
Reddit user hit 67-84 token/s on DeepSeek V4 Flash with a 1M-token context window on two ~$9K NVIDIA DGX Sparks. The local-LLM cost barrier is collaps
Speculative decoding is becoming standard — open-source LLMs now predict ahead
Reddit users spotted speculative decoding working on local GPUs—AI instantly outputting phrases via MTP. The local inference cost curve is being quiet
Maxing AI 'Thinking Depth' Hurts Results — DGX Spark Local Test Warns Enterprises
A Reddit developer tested DeepSeek/Qwen on four DGX Sparks: 'deep thinking' mode lowers scores and doubles runtime — a direct cost warning for AI infe
DeepSeek's Agent Framework Exposes Five Keys as Chinese Devs Crack the Source
DeepSeek Agent framework has 5 event-dispatch modes decoded in an 8,000-word Chinese source tutorial - a shift from API calls to source-reading.
Longer Chats, Dumber AI: Agent Bottleneck Isn't Memory—It's Your PPT
An engineer argues Agents stall because they use chat logs as working memory. When artifacts become directly readable, editable, and verifiable, Agent
Alibaba's Pixelle-Video: 5-Minute Demo Is Hype, the Pipeline Is the Playbook
Alibaba AIDC open-sources Pixelle-Video, a pluggable short-video pipeline. The 5-minute human time is the gimmick — the orchestration architecture is