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Akamai 拿下 Gartner 首个边缘分发平台大奖 — AI 推理就近化才是真看点
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Tencent Stacks Model from 295B to 770B in 6 Weeks — China's Open-Source Sprint
Tencent's Hy4 open-weights preview: 770B total, 49B active, 1M context, text-only. 2.6x scale in 6 weeks — but 49B active sets real compute cost.
Engineer Pushes Qwen to the Limit: 260K Tokens Is Local AI's Hard Ceiling
Engineer pushed Qwen to extremes: context over 100K tokens drops generation 75%. Long-context remains local AI's hard ceiling—proof enterprises can't
Million-Token Context on Two 5090s — Amateur Dev Shatters Enterprise AI Myth
Reddit developer NInfer hits 1.04M token context on consumer RTX 5090s at 119 tok/s — 2.8x faster than vLLM with a 27B Qwen model.
llama.cpp Has 50 PRs Pending — Local AI No Longer Needs a High-End GPU
Open-source llama.cpp has 50+ performance PRs pending merge, some claiming 3x CPU inference speedup. Local LLM deployment is shedding its dependence o
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