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boc: Behavior-Oriented Concurrency for Python

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🔥 Check out this must-read post from Hacker News 📖 📂 **Category**: 💡 **What You’ll Learn**: In this example, we are going to look at a program which simulates cooking an omelette: # first declare our resources onion = Ingredient("onion") pepper = Ingredient("pepper") eggs = Ingredient("egg", 3) cheese = Ingredient("cheese") knife = Utensil("knife") whisk = Utensil("whisk") grater = Utensil("grater") pan = Cookware("pan") # ...our recipe omelette = Recipe("omelette", ⚡) # ...then our steps knife.dice(onion) knife.chop(pepper) whisk.beat(eggs) grater.grate(cheese) pan.cook(omelette, (onion, pepper, eggs, cheese)) With only one cook, there is no problem. However, if we introduce a second cook into the kitchen,…

Hassan Baker, a self-described “Ayatollah Awakening,” wants AI to die

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💥 Explore this insightful post from WIRED 📖 📂 **Category**: Culture,Culture / Digital Culture,User Behavior 💡 **What You’ll Learn**: Hassan Baker spends seven to eight hours a day, seven days a week, streaming live on Twitch. The far-left political commentator got his start in 2013 by interning with (and sometimes hosting) the Young Turks. More than a decade later, he has become one of the leading news publishers with the number one channel in the politics and commentary category on Twitch. More than 3 million people follow him for his statements and humor about the crumbling American empire, foreign policy,…

The Boring Internet | Terry Godier

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💥 Explore this insightful post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: You have noticed that the internet is dying.Twitter changed hands, changed names, and changed shape, and the version of it you knew is gone. Reddit went public. Google search now returns generated answers stapled to half a dozen ads. Instagram is bots making content for bots.Discord servers you joined in 2019 have gone quiet. The blogs you read in 2012 redirect to parked domains. The forums where you learned what you know got bought, gutted, redesigned, and left to rot.This is real. You are not…

Hackers steal student data during hack of education technology giant Instructure

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🚀 Explore this insightful post from TechCrunch 📖 📂 **Category**: Security,cyberattack,cybercrime,cybersecurity,data breach,ed tech,Education,hackers,hacking,instructure,shinyhunters ✅ **What You’ll Learn**: Education technology giant Instructure has confirmed a data breach affecting students' private information. The hacking and extortion gang ShinyHunters claimed responsibility for the hack. The hackers claim they stole students' names, personal email addresses, and messages sent between teachers and students — the same type of data that Instructure admitted to stealing. Instructure is the latest giant company to be hacked by the ShinyHunters gang. Cybercriminals have targeted universities and cloud database companies in recent months, trying to steal huge amounts of people's…

Reverse-engineering the 1998 Ultima Online demo server

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🚀 Explore this trending post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: May 1, 2026 After 10 years of on-and-off work, I’m releasing a full reverse-engineering of the 1998 Ultima Online demo server: https://github.com/draxinar/ouo. About 5,000 functions disassembled from MSVC x86 and translated into portable C99, with each function compared instruction-by-instruction against the binary. UoDemo.exe For those who don’t know, Ultima Online is a 1997 MMORPG developed by Origin Systems Inc. It was one of the first commercially successful MMORPGs. The client ran on Windows and each server (so called “shards”) ran on multiple Solaris machines (the…

Kaspersky suspects Chinese hackers planted a backdoor in Daemon Tools in a “large-scale” attack.

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🚀 Discover this insightful post from TechCrunch 📖 📂 **Category**: Security,China,cyberattack,cybersecurity,daemon tools,Kaspersky,Windows 💡 **What You’ll Learn**: Security researchers at Kaspersky say they have identified a malicious backdoor implanted in popular, long-running Windows disk imaging software, Daemon Tools. The Russian cybersecurity company said on Tuesday that data collected from computers around the world running Kaspersky antivirus software shows that a “large-scale” attack is underway, targeting thousands of Windows computers using Daemon Tools. The hackers, whom Kaspersky linked to a Chinese-speaking group based on malware analysis, used a backdoor in Daemon Tools to plant additional malware on dozens of computers in the…

Multi-token-prediction in Gemma 4

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🔥 Discover this trending post from Hacker News 📖 📂 **Category**: 💡 **What You’ll Learn**: Why speculative decoding?The technical reality is that standard LLM inference is memory-bandwidth bound, creating a significant latency bottleneck. The processor spends the majority of its time moving billions of parameters from VRAM to the compute units just to generate a single token. This leads to under-utilized compute and high latency, especially on consumer-grade hardware.Speculative decoding decouples token generation from verification. By pairing a heavy target model (e.g., Gemma 4 31B) with a lightweight drafter (the MTP model), we can utilize idle compute to “predict” several…

Marc Lore says artificial intelligence will soon enable anyone to open a restaurant

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✨ Explore this awesome post from TechCrunch 📖 📂 **Category**: AI,Commerce,Startups,TC,Cooking,food,grubhub,Marc Lore,resaturants,robotics,wonder ✅ **What You’ll Learn**: Marc Lore, a veteran e-commerce entrepreneur who has sold his previous startups to Amazon and Walmart, has big plans to incorporate artificial intelligence into his current venture, Wonder. The centerpiece of these plans is Wonder Create, an initiative that would allow anyone — from food entrepreneurs to social media influencers — to use artificial intelligence to design and launch their own restaurant brand in less than a minute. The virtual restaurant will then be operated across Wonder's growing network of technology-enabled kitchen locations, which…

Agents can now create Cloudflare accounts, buy domains, and deploy

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🚀 Explore this insightful post from Hacker News 📖 📂 **Category**: 💡 **What You’ll Learn**: Coding agents are great at building software. But to deploy to production they need three things from the cloud they want to host their app — an account, a way to pay, and an API token. Until now these have been tasks that humans handle directly. Increasingly, agents handle them on the user’s behalf. The agent needs to perform all the tasks a human customer can. They’re given higher-order problems to solve and choose to use Cloudflare and call Cloudflare APIs.Starting today, agents can provision Cloudflare…

The state of Pennsylvania is suing Character.AI after a chatbot pretended to be a doctor

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✨ Check out this awesome post from TechCrunch 📖 📂 **Category**: AI,ai companion,Character AI,character.ai,chatbot,Josh Shapiro,pennsylvania 📌 **What You’ll Learn**: The Commonwealth of Pennsylvania has filed a lawsuit against Character.AI, alleging that one of the company's chatbots masqueraded as a psychiatrist in violation of the state's medical licensing rules. “Pennsylvanians deserve to know who — or what — they are interacting with online, especially when it comes to their health,” Pennsylvania Gov. Josh Shapiro said in a statement Tuesday. “We will not allow companies to deploy AI tools that mislead people into thinking they are receiving advice from a licensed medical…