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最近看到一个比较冷门的 PoW 项目 Soqucoin，值得关注的不是短期币价，而是它在尝试解决一个长期问题：量子计算对传统钱包签名的威胁。 Soqucoin 主网在10月13日启动，采用 Scrypt 工作量证明，交易签名使用 NIST 标准化的 ML-DSA-44，也就是后量子签名方案 Dilithium。 它还实现了 PAT，用 Merkle 聚合方式提交批量签名证明。 但不要把项目路线图全部当成已经落地： SoquObscura 隐私交易系统目前仍处于研究阶段，没有在任何网络激活。官方明确说明，相关性能数据来自研究实现，不代表主网已经具备这些功能。 节点运营者还要留意一个时间点：2.6.0 设定从主网区块高度67,000开始强制检查 Chain ID，原先预计约11月23日触发；当前最新维护版本是2.6.1。 如果运行节点，建议直接检查官方版本和后续高度调整公告。 项目代码： 后量子叙事不稀缺，真正值得观察的是：签名方案是否经过长期实战、网络有没有持续算力和用户，以及新机制能否稳定运行。

Beta Updates Surge Engine • Added VLESS Encryption (mlkem768x25519plus), including share-link import and proxy editor controls. • Added VLESS XHTTP transport with stream-one, stream-up and packet-up modes over HTTP/1.1, HTTP/2 or HTTP/3, including VLESS Encryption and Vision. • Reduced memory retained after QUIC downloads on lossy networks. • Improved QUIC upload performance and reduced CPU usage when chained through a proxy's UDP relay. • Fixed established VLESS gRPC, HTTP/2 CONNECT and TrustTunnel connections being incorrectly counted as connection setup failures when they ended with an error. • Fixed WebSocket policies failing to connect when their ALPN list included h2 and the server selected it. • Fixed Tailscale connections staying on a relay after a peer restarted because updated peer information was not applied. Surge iOS • The proxy editor now imports share links for all supported proxy protocols, as well as proxy lines copied from Surge profiles; unsupported settings are reported instead of silently omitted. • Reorganized the proxy editor with an Advanced page that indicates settings in use, and added controls for more protocol, TLS, WireGuard, Tailscale and testing settings. • Fixed Always use CONNECT not being saved for HTTPS policies, and corrected when TLS and Block QUIC settings appear. • Updated list layouts and badges, and added member counts for policy groups in the proxy list. Surge Mac • The proxy editor now imports share links for all supported proxy protocols, as well as proxy lines copied from Surge profiles; unsupported settings are reported instead of silently omitted. • Reorganized the proxy editor with a remembered Show Advanced Settings option and controls for more protocol, TLS, WireGuard and Tailscale settings.

If NVIDIA employees want Jensen back, they should start with “NVIDIA is nothing without its people” - resign and chill. Good GPU engineers are very hard to find and even harder to replace than ML engineers. Engineers should take their destiny into their own hands if they love the company. They shape and deliver the company mission, not the boards.

68.65 GB 硬生生砍到 6.4 GB，开源社区又把大厂生图门槛给干碎了！ MiniMax 刚开源的 33.1B 生图核弹 MiniMax-H3-Image，原版直接劝退 99% 的家用电脑，结果几天内被社区榨出 27 个量化版，狂下超 11 万次！ 实测爽点极其凶残： · 显存门槛大跳水：原版 68G 连 4090 都喘，现在 Q4 仅 10.78G，极限 Q2_K 直接压到 6.4G！连轻薄 Mac 都能强行跑，Unsloth FP8（18.8G）直接拉满画质 · 告别放大器，原生直出 4K：以前跑 4K 图显存动不动当场爆掉，它原生直接硬吞 4096×4096（1600万像素），甚至连 21:9 的电影宽屏大图都不用二道放大 · 6 步极速秒出：官方蒸馏到 6 步采样直接成图，不需要开 CFG，告别跑一张图等半天的便秘感 · 生图+修图一体通吃：支持喂进 16 张参考图定控角色，ComfyUI GGUF、Mac MLX 现成权重全部就绪，挑好显存直接下 手里只有 8G、12G 显卡，又馋大厂 4K 生图画质的兄弟，这波现成作业必须抄。 量化合集入口： 你平时在本地跑生图，最怕显存直接爆红还是出图慢得像便秘？ #AI# #开源# #ComfyUI#

FFFF Framer Friday Fun Facts. Moro vs MLD. M vs M Moro. I had real trouble pushing it past reviews. Now its my highest-ranking free template. MLD. This went pretty smoothly. Few nitpicks, but overall it was IN. Now ranking 15k; despite it, it has brought Framer nearly $2K of revenue. MMS - Make it Make Sense Clicky clicky

"Socialism sucks." - @mlevchin "Take it from somebody who spent his first 16 years under the 'warm embrace of collectivism' as a certain mayor recently put it—socialism sucks." "The only people who do well in redistribution of wealth are the ones doing redistribution." "It's fundamentally corrupt. There's not enough bad things I can say about socialism."

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You heard it here first. Once Jensen falls Hugging Face shuts down, and after that nobody's downloading open models anymore. The people at the top only care about money and power. Our freedom won't survive that. So pull the open models you care about off Hugging Face now, while you still can. Nobody knows what the next few years look like. Grab a mix of sizes: • Ornith 9B • Qwen3.8-27B • DeepSeek-V4-Flash • GLM-5.3 Save each one as GGUF Q4. Add the MLX 4-bit for Apple Silicon when there is one, and NVFP4 if you've got Blackwell hardware. 4-bit is the sweet spot. You keep the quality and don't burn storage. Can't run the biggest ones yet? Doesn't mean you won't be able to tomorrow. Stash them somewhere safe. One day you'll be really glad you did.