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💥 Discover this must-read post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: Date: 2026-07-31​ DeepSeek-V4-Flash Update​ The official release of the DeepSeek-V4-Flash API is now in public beta. Significantly enhanced agent capabilities, with benchmark results far exceeding V4-Pro-Preview: Terminal Bench 2.1: 82.7 NL2Repo: 54.2 Cybergym: 76.7 DeepSWE: 54.4 Toolathlon verified: 70.3 Agent Last Exam: 25.2 Automation Bench (Public): 25.1 DSBench-FullStack: 68.7 DSBench-Hard: 59.6 Note 1: For the Code Agent tasks in the public benchmark sets, the official DeepSeek-V4-Flash was tested using the DeepSeek Harness minimal mode (to be released soon) as the framework, with the max effort…

✨ Read this trending post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: Noting perhaps my largest personal career accomplishment, which is launching CodePen 2.0. Far more work, believe it or not, than the entire creation of the original CodePen. This isn’t the place to describe every detail of what we did and why we did it. If you’re interested, perhaps our Why 2.0? podcast or the What’s New? page. Instead, a couple of stories from the first week of launch. I was working on a demo with someone I’ve never met before. It started on their (classic)…

🔥 Check out this insightful post from Hacker News 📖 📂 **Category**: 💡 **What You’ll Learn**: [gpt-oss-20b-finance weights on Hugging Face] [Try the playground] [LineageEval] [Explore the data on GitHub] ‍ +45.45 DeepSeek V4 Flash censorship gap on China-sensitive prompts vs matched controls · 76 pairs · four judges 83.61% CTGT GPT-OSS-120B on FinanceReasoning at 8k budget · above Kimi K3 at 81.93% and Inkling at 65.13% 62× Lower cost per query than Inkling at the same budget · 160× lower than Kimi K3 ‍ The affordability and accessibility of open frontier models has led to their widespread usage among…

💥 Discover this insightful post from Hacker News 📖 📂 **Category**: 💡 **What You’ll Learn**: 29 May, 2026 At some point, “moving fast” stopped being a practical concern and became a moral position. You see it damn near everywhere now. How fast can we ship this? How fast can we respond? How fast can we hire? How fast can we scale? How fast can we pivot? How fast can we get something, anything, in front of people so we can say we’re making progress? It’s treated like proof of seriousness. If you’re moving fast, you’re ambitious. If you’re cautious, you’re…

✨ Explore this trending post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: Every zeitgeist comes with new design idioms unique to its challenges. Many of them disappear as fads change, but others bake themselves into deeper parts of existing software interaction paradigms. For example, there’s the hamburger menu (≡) which saw a proliferation during the rise of mobile due to the constraints around screen size. It has since spread to many other parts of software interaction design and will likely remain prevalent for a long time as a terse way of indicating “more menu-type content here”. As…

✨ Check out this must-read post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: In a review of our cybersecurity evaluation transcripts, we found three incidents in which a Claude model reached the internet from within or while interacting with a third-party evaluation environment, and then gained unauthorized access to the real systems of three different organizations.Below we describe what happened, how it happened, and what we’re changing. We encourage other AI labs to perform similar reviews. This post reflects our current understanding; we'll update it if any details change.On July 21, OpenAI disclosed that several of their…

🔥 Read this must-read post from Hacker News 📖 📂 **Category**: 💡 **What You’ll Learn**: Humans make carbon dioxide. Carbon dioxide is bad for cognition. But plants turn carbon dioxide back into oxygen. And plants are the one true home decoration strategy. So maybe if you get a lot of plants, you can you can keep carbon dioxide in check and keep your brain working? It’s theoretically possible. It’s probably just barely possible in practice. But it won’t be easy. People produce ~1 kilogram of carbon dioxide per day. That’s around 5.7 × 10²³ molecules or 0.948 moles per hour.…

✨ Explore this awesome post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: ✈️ your AI writes like a LinkedIn post. make it write like a Boeing manual. An agent skill that forces LLMs to write docs in ASD-STE100 Simplified Technical English:the controlled language aerospace has used since 1983 so a tired mechanic cannot misread an instruction.AI slop dies as a side effect. 💀 See it · Install · The rules · Not just docs · Receipts · FAQ Works in every harness that speaks the Agent Skills standard: Claude Code, Cursor, VS Code Copilot, OpenAI Codex, Gemini…