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ISPs more likely to throttle CGNAT traffic: Cloudflare • The Register

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✨ Read this awesome post from Hacker News 📖 📂 Category: 📌 Key idea: Before the potential of the internet was appreciated around the world, nations that understood its importance managed to scoop outsized allocations of IPv4 addresses, actions that today mean many users in the rest of the world are more likely to find their connections throttled or blocked. So says Cloudflare, which last week published research that recalls how once the world started to run out of IPv4 addresses, engineers devised network address translation (NAT) so that multiple devices can share a single IPv4 address. NAT can handle…

X’s new country-of-origin feature shakes MAGA and Democrat circles as many ‘US’ accounts revealed to be foreign-run

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💥 Read this trending post from Hacker News 📖 📂 Category: 💡 Main takeaway: Elon Musk's X, formerly Twitter, has introduced the country of origin feature that seems to have thrown both the MAGA and Democrats' worlds online into chaos. Several profiles online, that had pushed certain narratives are now being found to have been operating from outside the US. X has introduced a feature that lets people see where an account is based out of. (REUTERS) The social media platform introduced a feature where one can see the country the account is based in. One has to head to…

AI Content Pipeline: My Experience

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💥 Explore this trending post from Hacker News 📖 📂 Category: 💡 Here’s what you’ll learn: Many AI systems have emerged. You got curious too. You wanted to create content and generate a blog post with AI. But your wish isn’t something overly artificial. If a human wrote it, it would be full and rich, perhaps supported with images and infographics. The n8n I mentioned before is tailor-made for this! Why? Let me explain: Data collecting# n8n can collect data as you wish with a webscraper or RSS. Let’s say you chose the easier route: RSS. You got the URL…

Meet the AI workers who tell their friends and family to stay away from AI | Artificial intelligence (AI)

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✨ Discover this awesome post from Hacker News 📖 📂 Category: 📌 Key idea: Krista Pawloski remembers the single defining moment that shaped her opinion on the ethics of artificial intelligence. As an AI worker on Amazon Mechanical Turk – a marketplace that allows companies to hire workers to perform tasks like entering data or matching an AI prompt with its output – Pawloski spends her time moderating and assessing the quality of AI-generated text, images and videos, as well as some factchecking.Roughly two years ago, while working from home at her dining room table, she took up a job…

“Good engineering management” is a fad

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🚀 Read this trending post from Hacker News 📖 📂 Category: 📌 Main takeaway: As I get older, I increasingly think about whether I’m spending my time the right way to advance my career and my life. This is also a question that your company asks about you every performance cycle: is this engineering manager spending their time effectively to advance the company or their organization?Confusingly, in my experience, answering these nominally similar questions has surprisingly little in common. This piece spends some time exploring both questions in the particularly odd moment we live in today, where managers are being…

Judge Caught Using AI to Read His Court Decisions

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🚀 Explore this must-read post from Hacker News 📖 📂 Category: 💡 Main takeaway: WASHINGTON — Immigration Judge John P. Burns has been using artificial intelligence to generate audio recordings of his courtroom decisions at the New York Broadway Immigration Court, according to internal Executive Office for Immigration Review (EOIR) records obtained by Migrant Insider. MIGRANT INSIDER is sponsored by:“That seems highly unusual,” said a senior Justice Department official familiar with EOIR operations, who requested anonymity to discuss internal matters. The official could not confirm whether Burns employs the AI to draft full written decisions or only to read his…

Native Secure Enclaved backed ssh keys on MacOS · GitHub

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🚀 Check out this awesome post from Hacker News 📖 📂 Category: 📌 Key idea: It turns out that MacOS Tahoe can generate and use secure-enclave backed SSH keys! This replaces projects like https://github.com/maxgoedjen/secretive There is a shared library /usr/lib/ssh-keychain.dylib that traditionally has been used to add smartcard support to ssh by implementing PKCS11Provider interface. However since recently it also implements SecurityKeyProivder which supports loading keys directly from the secure enclave! SecurityKeyProvider is what is normally used to talk to FIDO2 devices (e.g. libfido2 can be used to talk to your Yubikey). However you can now use it to talk…

Founding Product Engineer at HumanLayer

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✨ Explore this trending post from Hacker News 📖 📂 Category: ✅ Main takeaway: At HumanLayer, we’re on a mission to change how teams build software with AI. If we had a motto it would be “no vibes allowed” - we believe that AI agent-enabled coding is a deeply technical engineering craft, and we’re building CodeLayer to unlock it at scale. A Stanford study from June 2025 said AI can’t solve hard problems or work well in complex or legacy codebases, and we’re proving them wrong with advanced techniques inspired by Context Engineering (a term originally coined by our CEO…

The Allegations Against Meta in Newly Unsealed Court Filings

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🚀 Check out this insightful post from Hacker News 📖 📂 Category: ✅ Main takeaway: Sex trafficking on Meta platforms was both difficult to report and widely tolerated, according to a court filing unsealed Friday. In a plaintiffs’ brief filed as part of a major lawsuit against four social media companies, Instagram’s former head of safety and well-being Vaishnavi Jayakumar testified that when she joined Meta in 2020 she was shocked to learn that the company had a “17x” strike policy for accounts that reportedly engaged in the “trafficking of humans for sex.” “You could incur 16 violations for prostitution and…

Top MAGA Influencers Accidentally Unmasked as Foreign Actors

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🚀 Explore this trending post from Hacker News 📖 📂 Category: ✅ Key idea: Elon Musk’s social media site X has rolled out a new feature in an effort to increase transparency—and unwittingly revealed that many of the site’s top MAGA influencers are actually foreign actors.The new “About This Account” feature, which became available to X users on Friday, allows others to see where an account is based, when they joined the platform, how often they have changed their username, and how they downloaded the X app. Upon rollout, rival factions began to inspect just where their online adversaries were…