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🚀 Discover this awesome post from Hacker News 📖 📂 **Category**: 💡 **What You’ll Learn**: Featured projects Training state-of-the-art large language models (LLMs) with billions of parameters requires distributed training across hundreds or thousands of GPUs. At this scale, hardware failures are not exceptional events—they are expected. A single GPU memory error, network partition, or node crash can bring down an entire training run that has been progressing for days or weeks. While our previous work demonstrated near-linear scaling of FP8 training at scale (achieving 96.16% scaling efficiency on a 1024-GPU MI325 cluster with DeepSeekV3-671B), the key challenge remains: reliability…

💥 Explore this awesome post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: 1969 drum break Seven-inch single for "Amen, Brother" The Amen break is a drum break that has been widely sampled in popular music. It comes from the 1969 track "Amen, Brother" by the American soul group the Winstons, released as the B-side of the 1969 single "Color Him Father". The drum break lasts seven seconds and was performed by Gregory Coleman. With the rise of hip-hop in the 1980s, the Amen break was used in hits including "Straight Outta Compton" by N.W.A and "Keep It…

🚀 Discover this insightful post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: Project Reconecta installed eight rope bridges in a municipality in Brazil, and a 15-month study used camera traps to document thousands of arboreal wildlife adapting to new aerial crossings.Safe road passages enable seed dispersal and gene diversity, reversing the “domino effect” of biodiversity loss that begins when highways split habitats.Reconecta’s creator, biologist Fernanda Abra, a National Geographic Explorer and winner of the Whitley Award, is now expanding these low-cost conservation tools to other Brazilian biomes and neighboring Suriname.Brazil’s federal transport department has officially designated…

✨ Explore this insightful post from Hacker News 📖 📂 **Category**: 💡 **What You’ll Learn**: Why zippers?Users can customize how the fasteners look when they’re zipped up in CSAIL’s software program; they can select the length of each strip, as well as the direction and angle at which they’ll bend. They can also choose from one of four motion “primitives” to select how the zipper will appear when it’s zipped up: straight, bent (similar to an arch), coiled (resembling a spring), or twisted (looks like screws).The Y-zipper that results will appear to “shape-shift” in the real world. When unzipped, it…