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✨ Check out this insightful post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: Ángela Karime Venegas Hernández is 16 years old and has an idea no one else had. She studies at CETIS 78 in Altamira, Tamaulipas, and one day decided to put out a candle without blowing, without water, without anything but sound. She assembled a device with a 12-volt battery, a frequency generator, and a speaker that emits 30 pulses per second. That vibration pushes oxygen away from the flames, and the fire simply goes out in five to eight seconds. She tested it over…

💥 Discover this trending post from Hacker News 📖 📂 **Category**: 💡 **What You’ll Learn**: AI-augmented cyber operationsCyber operations: From assistant to orchestratorOver the past six months, our Threat Intelligence team identified and disrupted a series of cyber operations in which threat actors used Claude. The actors included suspected state-sponsored groups, financially motivated criminals, and politically motivated individuals. This section presents some of those cases.Throughout these case studies, the report will reference Generative Threat Groups (GTGs). These are Anthropic’s internal designators for actors observed to be abusing AI. The report also attempts to measure uplift, a term we use to…

💥 Check out this must-read post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: Things that alarm people and turn out to be harmless. Each entry says when a doctor is still a good idea. Bones Variation Accessory ossicles Small extra bones, most often in the foot, that form when a growth centre never fuses with its main bone. They are harmless but can be mistaken for fractures on an X-ray. Up to 1 in 5 feet Brain Perception Alice in Wonderland syndrome Objects, body parts, or the whole room suddenly look far too big, far too small,…

💥 Check out this must-read post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41import OpenAI from "openai"; const client = new OpenAI(); const session = await client.beta.agents.sessions.create({ agent: { model: "gpt-6-astra", instructions: "Use the OpenAI documentation MCP and web search to answer technical questions accurately. Delegate independent research tasks to subagents when useful.", tools: [ 🔥, ⚡,…

✨ Explore this trending post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: ✍️AI makes it fast and easy to copy what’s already out there. If you build products or run a business, your competitive edge is not necessarily features or price, it’s ideas. This means getting in the habit of inventing new things is more valuable than ever. And to explain how, let’s look back at a strange time for the web: the era of Flash.Back in 2006, I worked at a tiny creative agency called Mutant Media, on 35th and 8th in Manhattan. We designed and…

🚀 Read this trending post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: 2.8T total params, 104B active per token (MoE) - the Kimi K3 base with Cognition’s post-training on top, and the first time Cognition has scaled RL into the multi-trillion-parameter regime. The base had already been RL-heavy for agentic coding; Cognition’s pass added another 5 to 6 points on most benchmarks. Serving stack: MoE inference on NVFP4 and FP8 kernels with quantization-aware training; FP8 carries K, Q, V, and score computations in the MLA layers. A draft model retrained with SpecForge gives 15% longer accept lengths,…

🔥 Check out this trending post from Hacker News 📖 📂 **Category**: 💡 **What You’ll Learn**: Summary Improve startup and warmup time by making optimized native code for an application instantly available when the HotSpot Java Virtual Machine starts. Achieve this by compiling application code to native code in a training run, storing the native code in the AOT cache for use in subsequent production runs. If the workload changes in production, regenerate native code dynamically for continued peak performance, providing the best of both ahead-of-time (AOT) and just-in-time (JIT) compilation. Goals Enable applications to achieve peak performance more quickly.…