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Nations League Standoff: 🟥 Kosovo went down to ten men in 67th minute, Israel, with extra man, could not score. The 0-0 draw keeps Kosovo second on six points, behind Austria. Israel face Austria Tuesday — can they find first win? #MHXbeyond# #NationsLeague#

PGA Tour Flawless: 🤠 Trace Crowe began week at No. 117 in FedExCup Fall standings, his bogey-free 62 gave him two-shot lead in Austin. Blades Brown, 19, followed last week’s win with 65 to sit three back. Can Crowe hold on? #MHXbeyond# #PGATour#

ट्रेन में चोरों ने एक नया तरीका निकाला है, फोन को कान पर रख लेते हैं, असल में ये बात नहीं करते बल्कि.... Read more

律师用八块 2018 年的 V100 跑出接近 NVFP4 质量的 DeepSeek-V4.1-Flash。 一位在 r/LocalLLaMA 发帖的律师（“GPU 太多”系列第五篇）公开了名为 Volta-Max-uPLIft 的仓库，能在八块 2018 年的 V100 SXM2 显卡上运行 DeepSeek-V4.1-Flash，支持 524K 上下文，单路解码超过 100 tok/s，同时开两个对话时约 160 tok/s。其实际法律工作流如今完全跑在这套本地栈上，不再依赖前沿模型的 API。 这说明近十年前的数据中心显卡，配合选择性的专家升精度量化和手工调优的 Volta 内核，也能以可用速度和长上下文服务 552B 参数的专家混合模型；对于已经拥有 V100 集群的团队来说，这是购买 Blackwell 硬件之外的一条现实路径。而使用者是一位并非机器学习专家的法律从业者、却把它当作日常生产工具，更说明完全本地化、保护隐私的大模型部署在律师等受监管行业已经具备可行性。 核心技巧是“升精度”（uplift）：所有被路由到的专家先以 2-bit 记录常驻显存，然后按在四类文本上统计出的激活频率，把最常被调用的专家逐个替换为 NVIDIA 的 NVFP4 权重，直到显存装满，从而在不需要整模型 4-bit 的情况下达到接近 NVFP4 的质量。该方案在一台双路 Rome 服务器（512 GB 3200 MHz ECC 内存）上采用 PP2xTP4 并行，作者也说明基准数据由 Claude Code 生成，属于自测数据而非第三方独立验证。

BREAKING: 📰 Strategy holds over 850,000 Bitcoin, MSCI ruled it looks more like investment fund than an operating business, dropping it from its USA index at November 30 close. JPMorgan once estimated $2.8B passive selling, though that’s only estimate and no BTC must be sold. Will other index providers follow? #MHXbeyond# #Bitcoin#

BREAKING: 📰 Calvin Ridley says took truck keys back at Nashville’s airport after showing ID and photo proving ownership, Says valet accused him breaking finger. Ridley told reporters doesn’t know what happened and hadn’t heard from law enforcement as of Wednesday. What happens next? 🏈 #MHXbeyond# #NFL#