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How platform engineering 2.0 mitigates AI security and compliance risks

How platform engineering 2.0 mitigates AI security and compliance risks

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🚀 Explore this trending post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: Platform engineering teams have spent the last decade standardizing Kubernetes clusters, pipelines, internal developer platforms (IDPs), and processes for web and microservice workloads. Now, as organizations integrate large language models (LLMs) and AI agents into production workflows, platform engineering 1.0 is shifting into platform engineering 2.0. This shift to platform engineering 2.0 has clear implications for security, specifically for isolation and compliance in this new agentic world. But for those understandably concerned about what they must spend, an effective platform engineering 2.0 strategy should represent an…
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Professor’s invisible prompt trap catches 32 students cheating on their midterm with AI

Professor’s invisible prompt trap catches 32 students cheating on their midterm with AI

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🔥 Explore this trending post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: Facepalm: Modern problems require modern solutions – according to the meme. In this case, the issue is students using AI to cheat on assignments. The solution, used to great effect by one professor, was to hide a white-colored font in the assignment prompt telling the AI to talk nonsense about an unrelated subject. In an online discussion post, Alcorn State University history professor Dr. Jason Gibson posed a question that represented part of his students' midterm. It was about the Industrial Revolution, but knowing how…
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The Artist Who Colored Ghibli

The Artist Who Colored Ghibli

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🔥 Explore this trending post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: A still from My Neighbor Totoro (1988)We’re back! With the mid-year break over, the Animation Obsessive newsletter returns with a new issue. We’ve done a ton of prep over the past few weeks to get ready for the rest of our 2026, which begins today.Here’s the slate for this Sunday:Now, let’s go!The art of Studio Ghibli isn’t really duplicable. People have tried: the internet is full of attempts, the bulk of them machine-generated. Even when those images vaguely recall Ghibli, though, it’s not so simple…
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Python Standalone Builds — python-build-standalone documentation

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🚀 Discover this insightful post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: This project produces self-contained, highly-portable Python distributions. These Python distributions contain a fully-usable, full-featured Python installation: most extension modules from the Python standard library are present and their library dependencies are either distributed with the distribution or are statically linked. The Python distributions are built in a manner to minimize run-time dependencies. This includes limiting the CPU instructions that can be used and limiting the set of shared libraries required at run-time. The goal is for the produced distribution to work on any system for…
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FeyNoBg: A SOTA Model For Background Removal

FeyNoBg: A SOTA Model For Background Removal

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💥 Check out this insightful post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: ← Bicycles Windblown hair Free kick → We’re introducing FeyNoBg, a state-of-the-art model for automatic background removal. Across eight benchmarks, it posts the best published S-measure on four and comes within 2% of the leader on the rest. Others betterFeyNoBg betterUHRSD-TE+2.5%HRSOD-TE+2.3%DIS5K+1.1%DAVIS-S+0.2%DUTS-TE-0.8%COD10K-TE-1.2%DUT-OMRON-1.7%CAMO-TE-1.9%-2%0%+2.5%BenchmarkUHRSD-TEFeyNoBg0.981BiRefNet0.957DescriptionTests salient-object masks in ultra-high-resolution images, including 4K and 8K scenes. We’re also releasing NoBg, the library we used to train our model. Use NoBg to run FeyNoBg or train your own background removal model. Both are open source. Download FeyNoBg on Hugging Face,…
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“🦔AI companies are bulk-buying rare books, scanning them through high-speed machines that cut the spines off, and shredding the originals. A service called ISBNdb facilitates orders of up to a million books and keeps buyers anonymous. Pre-2022 books are premium because they’re free of AI-generated text. A federal judge ruled the practice is fair use because eliminating the original means only one copy exists at a time. Anthropic hired the former head of Google Books partnerships to obtain “all the books in the world.” My Take This got to me. A bookseller told 404 Media that rare books with almost no surviving copies are being fed into this pipeline. Books that survived wars, fires, and centuries of handling are being shredded so an AI can learn to write a better marketing email. ISBNdb’s website literally says “‘AI company destroys two million books’ is not a headline that generates sympathy,” and they still built an entire business around making it happen quietly. They offer NDAs as a feature. They coach clients to call it “digital preservation.” I’ve covered AI companies scraping the internet, torrenting libraries, and stealing music. This is worse because it’s irreversible. You can re-upload a website. You can reprint a bestseller. You can’t replace the last three copies of an 18th-century botanical text once someone shreds them for training data. And the judge said it’s legal. So it’s going to accelerate. “We shred rare books and offer NDAs so nobody finds out” is a legitimate business model in 2026. What a timeline. Hedgie🤗” / X

“🦔AI companies are bulk-buying rare books, scanning them through high-speed machines that cut the spines off, and shredding the originals. A service called ISBNdb facilitates orders of up to a million books and keeps buyers anonymous. Pre-2022 books are premium because they’re free of AI-generated text. A federal judge ruled the practice is fair use because eliminating the original means only one copy exists at a time. Anthropic hired the former head of Google Books partnerships to obtain “all the books in the world.” My Take This got to me. A bookseller told 404 Media that rare books with almost no surviving copies are being fed into this pipeline. Books that survived wars, fires, and centuries of handling are being shredded so an AI can learn to write a better marketing email. ISBNdb’s website literally says “‘AI company destroys two million books’ is not a headline that generates sympathy,” and they still built an entire business around making it happen quietly. They offer NDAs as a feature. They coach clients to call it “digital preservation.” I’ve covered AI companies scraping the internet, torrenting libraries, and stealing music. This is worse because it’s irreversible. You can re-upload a website. You can reprint a bestseller. You can’t replace the last three copies of an 18th-century botanical text once someone shreds them for training data. And the judge said it’s legal. So it’s going to accelerate. “We shred rare books and offer NDAs so nobody finds out” is a legitimate business model in 2026. What a timeline. Hedgie🤗” / X

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💥 Discover this must-read post from Hacker News 📖 📂 **Category**: 💡 **What You’ll Learn**: 🦔AI companies are bulk-buying rare books, scanning them through high-speed machines that cut the spines off, and shredding the originals. A service called ISBNdb facilitates orders of up to a million books and keeps buyers anonymous. Pre-2022 books are premium because they're free of AI-generated text. A federal judge ruled the practice is fair use because eliminating the original means only one copy exists at a time. Anthropic hired the former head of Google Books partnerships to obtain "all the books in the world." My…
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Apple Will ‘Watch Everything Burn’ When AI Bubble Bursts – Ed Zitron

Apple Will ‘Watch Everything Burn’ When AI Bubble Bursts – Ed Zitron

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💥 Discover this insightful post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: Memory prices have doubled, Macs and iPads have gone up, and iPhones are expected to follow. Ed Zitron – who writes the Where's Your Ed At newsletter, hosts the Better Offline podcast, and has been described by Politico as the AI boom's most "acerbic gadfly" – has spent years arguing the buildout driving those costs will never pay for itself. We asked him what happens to Apple if he's right. You've been calling AI a bubble since before it was fashionable. For MacRumors readers who…
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The Incredible Proof Machine

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🚀 Read this awesome post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: × Welcome to The Incredible Proof Machine! What is this? This is a tool to perform proofs in various logics (e.g. propositional, predicate logic) visually: You simply add blocks that represent the various proofs steps, connect them properly, and if the conclusion turns green, then you have created a complete proof! Simply drag and drop to connect two dots; for some examples of completed proofs, see this paper. For a quick introduction to the UI, check out the introductory video on the Tea Leaves Programming…
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James Stanley – Should you wash your solar panels?

James Stanley – Should you wash your solar panels?

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🔥 Read this insightful post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: I have a small solar farm and the panels have got visibly dusty. Is cleaning them worthwhile? How much difference does it make? Let's find out. I know that my panels have not been cleaned in the last year. I expect they also weren't cleaned in the year prior to that (why would you clean them when you're about to sell the house?). But beyond that I don't know when they were last cleaned. Summary The short answer is that I think I got a…
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Hedgie (@HedgieMarkets): “🦔AI companies are bulk-buying rare books, scanning them through high-speed machines that cut the spines off, and shredding the originals. A service called ISBNdb facilitates orders of up to a million books and keeps buyers anonymous. Pre-2022 books are premium because they’re free of AI-generated text. A federal judge ruled the practice is fair use because eliminating the original means only one copy exists at a time. Anthropic hired the former head of Google Books partnerships to obtain “all the books in the world.” My Take This got to me. A bookseller told 404 Media that rare books with almost no surviving copies are being fed into this pipeline. Books that survived wars, fires, and centuries of handling are being shredded so an AI can learn to write a better marketing email. ISBNdb’s website literally says “‘AI company destroys two million books’ is not a headline that generates sympathy,” and they still built an entire business around making it happen quietly. They offer NDAs as a feature. They coach clients to call it “digital preservation.” I’ve covered AI companies scraping the internet, torrenting libraries, and stealing music. This is worse because it’s irreversible. You can re-upload a website. You can reprint a bestseller. You can’t replace the last three copies of an 18th-century botanical text once someone shreds them for training data. And the judge said it’s legal. So it’s going to accelerate. “We shred rare books and offer NDAs so nobody finds out” is a legitimate business model in 2026. What a timeline. Hedgie🤗”

Hedgie (@HedgieMarkets): “🦔AI companies are bulk-buying rare books, scanning them through high-speed machines that cut the spines off, and shredding the originals. A service called ISBNdb facilitates orders of up to a million books and keeps buyers anonymous. Pre-2022 books are premium because they’re free of AI-generated text. A federal judge ruled the practice is fair use because eliminating the original means only one copy exists at a time. Anthropic hired the former head of Google Books partnerships to obtain “all the books in the world.” My Take This got to me. A bookseller told 404 Media that rare books with almost no surviving copies are being fed into this pipeline. Books that survived wars, fires, and centuries of handling are being shredded so an AI can learn to write a better marketing email. ISBNdb’s website literally says “‘AI company destroys two million books’ is not a headline that generates sympathy,” and they still built an entire business around making it happen quietly. They offer NDAs as a feature. They coach clients to call it “digital preservation.” I’ve covered AI companies scraping the internet, torrenting libraries, and stealing music. This is worse because it’s irreversible. You can re-upload a website. You can reprint a bestseller. You can’t replace the last three copies of an 18th-century botanical text once someone shreds them for training data. And the judge said it’s legal. So it’s going to accelerate. “We shred rare books and offer NDAs so nobody finds out” is a legitimate business model in 2026. What a timeline. Hedgie🤗”

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💥 Read this must-read post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: 🦔AI companies are bulk-buying rare books, scanning them through high-speed machines that cut the spines off, and shredding the originals. A service called ISBNdb facilitates orders of up to a million books and keeps buyers anonymous. Pre-2022 books are premium because they're free of AI-generated text. A federal judge ruled the practice is fair use because eliminating the original means only one copy exists at a time. Anthropic hired the former head of Google Books partnerships to obtain "all the books in the world." My…
Read More
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