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我火星了，远程桌面连接（RD Client）改名叫「Windows App」，微软还特地在 App Store 标了「以前的远程桌面」 之前领略过公司的 VMware Horizon（配AD 域）感觉VDI 还不如最简单的RDP、VNC，不过 RDP 这协议配合 WireGuard 连回家里确实不错，实话说比 macOS 上的 VNC 丝滑了不少 现在的 MacBook 在我眼里就是个瘦客户机，只要我能保持联网，能随时连回 workspace 就够了哈哈

Ich stehe in engem Kontakt mit @EmmanuelMacron. Wir schicken Hilfe in die französischen Waldbrandgebiete, um unsere Nachbarn zu unterstützen. Hubschrauber, ein A400-Flugzeug und Helfer machen sich auf den Weg.

Converting flat satellite maps into fully interactive 3D digital twins used to take weeks of manual 3D modeling and GIS engineering Now, a single tool can process geospatial satellite data and reconstruct the complete 3D geometry of any building on Earth in seconds Here is how the spatial extraction actually works: First, you select a structure on a standard satellite map. The software reads the footprint, elevation data, and height boundaries Next, it automatically generates a volumetric 3D wireframe mesh, rendering the physical layout in real time From there, you can apply a cross-section slice to cut through individual floors, revealing subterranean basements and foundation depth Finally, you can drop into a first-person view to physically navigate interior corridors, stairwells, and room layouts This bridges the gap between static geospatial map data and immersive 3D spatial simulation for architecture, urban planning, and spatial analysis

Insta360’s new wireless microphones are a game changer with their customizable e-ink display. The Mic Pro with the case features a 30-hour extended battery, 32-bit float internal recording, AI noise cancelling, and more. Check it out now:

一直有很多朋友在帮 Mole 免费宣传，挺感激和感动的，也让 Mole 有动力越做越好。最近我上线了一个合作，当做给大家的一些回报，注册后能拿到一个专属链接，基于此成交每单的 25% 给你，累计满 60 刀后按月打款。如果你也在做内容可以试试，真实的推荐对 Mole 来说最重要。

Geoffrey Hinton says a big language model runs on about 1% of your brain's connections and still ends up knowing more than you: "So in your brain, you have a hundred trillion connections, roughly speaking. Okay. That's a lot. And you only live for about two billion seconds. That's not much." "If you compare how many seconds you live for, with how many connections you've got, you have a whole lot more connections than experiences." "Now with these neural nets, it's sort of the other way round. They only have of the order of a trillion connections. So like 1% of your connections, even in a big language model, many of them fewer, but they get thousands of times more experience than you." "So the big language models are solving the problem with not many connections, only a trillion. How do I make use of a huge amount of experience?" "And back propagation is really, really good at packing huge amounts of knowledge into not many connections." "But that's not the problem we're solving. We've got huge numbers of connections, not much experience. We need to sort of extract the most we can from each experience." Two to three billion seconds is the whole budget. Everything you know, you learned inside it. So evolution built you to squeeze a lot out of very little. Hinton's point is that a language model has the opposite problem and the opposite fix, and backprop turned out to be extremely good at that fix. Worth noticing what this predicts about failure. A system running on 1% of your wiring and thousands of times your experience is not going to fail the way you do. You fail from having seen too few examples. It fails from compressing too many into too little, and the compression is where the errors get made. That is a strange thing to be deploying into hospitals and courts with no way to inspect it. We test these systems by asking them questions, which tells you what came out. Nobody can yet look at a trillion connections and say what got packed in. - Geoffrey Hinton, Nobel laureate and Turing Award winner, on StarTalk (@StarTalkRadio) with Neil deGrasse Tyson.

Divers descend beneath the waters off Italy's coast to give the famous Christ of the Abyss statue its annual deep clean. The 2.5-meter bronze monument has stood on the seabed near San Fruttuoso since 1954, honoring those who lost their lives at sea and symbolizing the sacrifices of World War II. This year, specialized diving teams use pressurized hoses instead of wire brushes to protect the statue's bronze surface while removing years of marine buildup.