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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,…

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…

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…

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…

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…

Copilot” in commit messages · Issue #314311 · microsoft/vscode · GitHub

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🔥 Check out this awesome post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: What happened? In 1.110, we added a setting to add Copilot as coauthor in commit messages by appending Co-authored-by: Copilot copilot@github.com. The setting git.addAICoAuthor has three different values: off - no attribution no matter whether Copilot assisted or not with the code in this commit chatAndAgent - add attribution if the commit contains code that was generated using the chat feature all - add attribution if the commit contains any kind of AI-generated code (chat, inline completions, NES) The default value of the setting…

Ombudsman column: The Pentagon is trying to silence me

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✨ Check out this trending post from Hacker News 📖 📂 **Category**: 💡 **What You’ll Learn**: Stars and Stripes ombudsman Jacqueline Smith was recently notified her last day in the role would be April 28, 2026. (Defense Department) A recent opinion column I wrote as the Stars and Stripes ombudsman began with this: “Pete Hegseth doesn’t want you to see cartoons in this newspaper anymore.” Apparently the Pentagon also doesn’t want you to hear from me anymore about threats to the editorial independence of Stars and Stripes. They fired me. This happened in the coldest way possible: DA Form 3434…

Telus Uses AI to Alter Call-Agent Accents

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🔥 Discover this trending post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: According to reporting by iPhone in Canada and The Globe and Mail, Telus is using AI through its Telus Digital unit to modify call-centre agents' accents in real time. iPhone in Canada reports the speech-to-speech tool is built by a company called Tomato.ai and is applied to offshore agents' voices to reduce what Telus reportedly calls "accent-related friction." Labour groups have criticised the practice as deceptive and have urged mandatory disclosure, The Globe and Mail reports. According to The Globe and Mail, Rogers and Bell…

Computer use is 45x More Expensive Than Structured APIs

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✨ Check out this trending post from Hacker News 📖 📂 **Category**: 💡 **What You’ll Learn**: We ran a benchmark comparing two ways of letting an AI agent operate the same admin panel, with the goal of putting a price tag on vision agents (browser-use, computer-use).Here is what we measured, what we had to change to make the vision agent work at all, and what changes when generating an API surface stops being a separate engineering project.Vision agents are the default for letting AI agents operate web apps that don't expose APIs. The alternative, writing an MCP or REST surface…

Xbox CEO ends Copilot AI development & overhauls leadership

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🔥 Read this awesome post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: Asha Sharma confirmed Xbox will wind down Copilot on mobile and halt console development entirely, as the new CEO also outlined sweeping leadership changes in a memo to staff on Tuesday aimed at reversing a run of declining revenue. Sharma took over as Xbox CEO in February following Phil Spencer’s retirement. She joined Microsoft in 2024 after executive roles at Meta and Instacart, and had been serving as president of product in the CoreAI engineering group before moving to Xbox. Article continues after ad Xbox…