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Microsoft POML – Prompt Orchestration Markup Language

POML: Prompt Orchestration Markup Language POML (Prompt Orchestration Markup Language) is a novel markup language designed to bring structure, maintainability, and versatility to advanced prompt engineering for Large Language Models (LLMs). It addresses common challenges in prompt development, such as lack of structure, complex data integration, format sensitivity, and inadequate tooling. POML provides a systematic way to organize prompt components, integrate diverse data types seamlessly, and

P-fast trie, but smaller

Previously, I wrote some sketchy ideas for what I call a p-fast trie, which is basically a wide fan-out variant of an x-fast trie. It allows you to find the longest matching prefix or nearest predecessor or successor of a query string in a set of names in O(log k) time, where k is the key length. My initial sketch was more complicated and greedy for space than necessary, so here’s a simplified revision. (“p” now stands for prefix.) A p-fast trie stores a lexicographically ordered set of names

The 24 Best Shows on Amazon Prime Right Now (August 2025)

While Netflix is busy pumping out more series than any one person could watch (probably), some of the best shows are on Amazon Prime Video. Trouble is, navigating the service’s labyrinthine menus can make finding the right series a pain. We’re here to help. Below are our favorite Amazon series—all included with your Prime subscription. For more viewing picks, read WIRED’s guide to the best movies on Amazon Prime, the best movies on HBO’s Max, and the best movies on Netflix. If you buy somethin

Latest Apple Vision Pro immersive video now available for free

Apple has released the fourth installment of its Wild Life immersive video series on Apple Vision Pro. Episode four dropped on Friday, August 8. Apple Vision Pro users can stream it for free through the TV app on visionOS. The fourth episode, “Orangutans,” puts the viewer face-to-face with young orangutans at a rehab center in Borneo, a giant, rugged island in Southeast Asia. The level of detail viewed during the 10 minutes long episode is incredible. Whether you’re an animal lover or just hu

Here’s why the current AirPods Pro 2 are still a good buy, even today

We’re possibly going to see yet another version of AirPods Pro next month, alongside the launch of the iPhone 17 lineup. Despite the current set of AirPods Pro coming up on nearly three years old, I don’t think that those in the market to buy new AirPods should necessarily waste their time waiting for a potentially upcoming model. AirPods Pro 2 keep getting better Even though we should get a new pair of AirPods Pro in the coming months, that hasn’t stopped Apple from continually making this pa

Which colors are primary?

Artists traditionally refer to red, yellow, and blue as primary colors. These three colors were once believed to be the essential set for mixing a broad palette in painting. Following this line of thinking, violet, green and orange become secondary colors because they’re mixed from the primaries. However, for more than a century, both scientific understanding and practical experience has shown that cyan, magenta, and yellow are more efficient for subtractive mixing with pigments, producing clea

MCP overlooks hard-won lessons from distributed systems

Why MCP’s Disregard for 40 Years of RPC Best Practices Will Burn Enterprises Fool me once, shame on you; fool me twice, shame on me. Julien Simon 9 min read · Jul 29, 2025 -- 19 Listen Share The Model Context Protocol (MCP) promises to standardize AI-tool interactions as the “USB-C for AI.” While its simplicity accelerates adoption, MCP systematically overlooks four decades of hard-won lessons from distributed systems. This isn’t an academic concern: enterprises deploying MCP today are buildin

An AI-first program synthesis framework built around a new programming language

July 7, 2025 Volume 23, issue 3 PDF Unleashing the Power of End-User Programmable AI Creating an AI-first program Synthesis framework Erik Meijer As a demonstration of what can be accomplished with contemporary LLMs (large language models), this paper outlines the high-level design of an AI-first, program-synthesis framework built around a new programming language, Universalis, designed for knowledge workers to read, optimized for our neural computer (Automind; queue.acm.org) to execute,

Scientists Fed One Group of People Ultraprocessed Foods and Another Group Whole Foods, and the Difference in What Happened to Them Was Wild

As the industrial food system pushes ultraprocessed foods to every corner of the globe, new research shows that even seemingly healthy packaged meals may fall short of the benefits offered by whole, minimally processed foods. A fascinating new study published in Nature Medicine dove into the real-world effects ultraprocessed foods have on the human body. Following a six-month clinical trial involving 55 volunteers, researchers at the University College London found that eating minimally process

Kuxiu debuts tiny smart connector charger for iPad: meet the M30

Kuxiu continues to make some of the best iPad accessories in the game. They were the first to introduce “wireless” charging for the iPad by implementing the smart connector into their products, like the X33 Pro Max. It was the first magnetic iPad stand that also charged your iPad Pro with those smart connectors. They have doubled down on that and made it ultra compact. Today, they unveiled the M30 Magnetic Smart Connector Charger, and I’m so excited about it. Here is what you should know. Close

Apple's MacBook Air M4 is on sale for up to 20 percent off

Whether you need a new MacBook for the upcoming semester or you've just been itching to upgrade from an older machine, now's a good time to buy. Amazon has a sale on the latest M4 MacBook Air that knocks up to 20 percent off many configurations. The base model is where you'll get the biggest discount. The 16GB RAM/256GB SSD laptop is down to $799 from $999, which is the lowest price we've seen. You can upgrade to 512GB SSD for $999, down from $1,199, another all-time low price, or 24GB of RAM a

MCP's Disregard for 40 Years of RPC Best Practices

Why MCP’s Disregard for 40 Years of RPC Best Practices Will Burn Enterprises Fool me once, shame on you; fool me twice, shame on me. Julien Simon 9 min read · Jul 29, 2025 -- 26 Listen Share The Model Context Protocol (MCP) promises to standardize AI-tool interactions as the “USB-C for AI.” While its simplicity accelerates adoption, MCP systematically overlooks four decades of hard-won lessons from distributed systems. This isn’t an academic concern: enterprises deploying MCP today are buildin

End-User Programmable AI

July 7, 2025 Volume 23, issue 3 PDF Unleashing the Power of End-User Programmable AI Creating an AI-first program Synthesis framework Erik Meijer As a demonstration of what can be accomplished with contemporary LLMs (large language models), this paper outlines the high-level design of an AI-first, program-synthesis framework built around a new programming language, Universalis, designed for knowledge workers to read, optimized for our neural computer (Automind; queue.acm.org) to execute,

How to Watch Leeds United vs. AC Milan From Anywhere: Stream Preseason Friendly Soccer

Newly promoted Leeds wrap up their preparations for the new Premier League season Saturday as they take on Serie A outfit AC Milan at the Aviva Stadium in Dublin. Below, we'll outline the best live TV streaming services to watch this friendly match as it happens, wherever you are in the world. We'll also explain how to use a VPN if the match isn't available where you are, along with a full match list. Having won the EFL Championship last season, Leeds appear to have carried forth that momentum

How to Watch Arsenal vs. Athletic Club From Anywhere: Stream Preseason Friendly Soccer

Emirates Cup preseason tournament comes to a close Saturday as Arsenal take on La Liga outfit Athletic Club in the Gunners' final friendly match ahead of the new Premier League season. Below, we'll outline the best live TV streaming services to watch this friendly match as it happens, wherever you are in the world. We'll also explain how to use a VPN if the match isn't available where you are. The north Londoners have had an indifferent preseason so far, with two wins and two defeats, and will

Private Companies Are Now Gathering Weather Data for NOAA

This story originally appeared on Inside Climate News and is part of the Climate Desk collaboration. When staffing shortages caused the National Weather Service (NWS) to suspend weather balloon launches at its Kotzebue, Alaska, station earlier this year, a startup deploying next-generation weather balloons, WindBorne Systems, stepped up to fill the void. The company began selling its western Alaskan atmospheric data to the NWS in February, plugging what could have been a critical data gap in w

Anthropic revenue tied to two customers as AI pricing war threatens margins

Want smarter insights in your inbox? Sign up for our weekly newsletters to get only what matters to enterprise AI, data, and security leaders. Subscribe Now Anthropic’s meteoric rise to a $5 billion revenue run rate conceals a precarious dependence on just two major customers that account for nearly a quarter of the artificial intelligence company’s income, according to internal data and industry analysis that reveals both the promise and peril of the AI coding boom. The San Francisco-based ma

Deal: The Yaber L2s Projector is just $134.98, and it’s actually quite enjoyable!

Projectors are kind of magical. Nothing quite beats enjoying a weekend movie, cozied up in your favorite blankie, in a dark room, with a projector playing a movie on your wall. The thing is, projectors were usually very expensive, but things are changing, and now you can get something like the Yaber L2s projector, which will look great and is only going for $134.98 right now! Buy the Yaber L2s Projector for just $134.98 ($65.01 off) This offer is available from Amazon, but the official seller i

We can’t believe you can still get the Samsung Galaxy Buds 3 Pro for $109.99

Ryan Haines / Android Authority The Samsung Galaxy Buds 3 Pro are fantastic wireless earbuds, and they are usually pretty pricey at $249.99. While we’ve seen plenty of deals in the past, none of them have been as good as the current $109.99 sale. It’s actually been active for some weeks, so we would be surprised if the offer lasts much longer. You might want to get them now! Buy the Samsung Galaxy Buds 3 Pro for just $109.99 ($140 off) This offer is available from Woot, an Amazon-owned website

iPhone 17 Pro Max: Three new upgrades that could be hard to resist

In just one month, Apple will unveil its full iPhone 17 lineup. The brand new Air model will get a lot of attention, but Apple also has big changes coming for iPhone 17 Pro Max. I’m tentatively planning to buy a 17 Air, but there are three Pro Max features in particular that could make Apple’s premium iPhone hard to resist. #1: Anti-reflective display I love a sunny day. More so than the average person, my mood depends heavily on how much sunshine there is, and my ability to get out and enjoy

Topics: 17 battery iphone max pro

Backpropagating through a maze with candle and WASM

Loading WASM module... Width: Height: Wall Density: Learning Rate: Max Steps: Generate & Optimize This demo uses gradient descent to solve a discrete maze. Try playing with the hyperparameters to see how they affect the optimization process! No neural network involved: logits are directly optimized, from a random initialization, for each maze. This runs entirely on your local device, thanks to candle and Rust's support for WebAssembly. You can disconnect from the Internet after loading this

Getting good results from Claude Code

I've been experimenting with LLM programming agents over the past few months. Claude Code has become my favorite. It is not without issues, but it's allowed me to write ~12 programs/projects in relatively little time, and I feel I would not have been able to do all this in the same amount of time without it. Most of them, I wouldn't even have bothered to write without Claude Code, simply because they'd take too much of my time. (A list is included at the end of this post.) I'm still far from a

Apple iPad Mini A17 Pro plummets to its record-low price, saving you $120

Rita El Khoury / Android Authority I’ve always been a huge fan of the iPad Mini series. These are much more portable, but usually more capable than the larger standard iPad. That said, they are also more expensive than an iPad, so it’s always good to wait for the right deal. We have a good one for you, today. The Apple iPad Mini A17 Pro is at its record-low price of $379! Buy the Apple iPad Mini A17 Pro for just $379 ($120 off) This offer is available from Amazon. The discount applies to all c

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Jon Prosser answers Apple leak lawsuit with iPhone 17 Pro leak video

In his first new video since being sued by Apple for allegedly leaking iOS 26 information from an illegally accessed employee iPhone running unannounced software, Jon Prosser has returned with an iPhone 17 Pro video based on sources speculation. Every little detail about the iPhone 17 Pro and iPhone 17 Air has basically been posted online by everyone except Apple at this point. Still, his renders are attractive as usual and it’s a good summary of what Apple is expected to announce. I doubt an

Topics: 17 apple iphone pro video

My iPhone 17 Pro Wishlist Item Isn't a Feature: Give Me Colors Beyond Monochrome or Metal

Sure, a lot of people wrap their new iPhone in a case but I've always cared a lot about how my smartphone looks. And for the iPhone Pro line, the colors have historically been muted. So when I saw rumors that the iPhone 17 Pro could arrive in colors such as orange, I started dreaming about a world where Apple's best phones exude a sense of fun like their siblings. For years, Apple has split its phones into two tiers: the "regular" iPhones and the Pro models. The former offer lower specs and pri

Poltergeist: File watcher with auto-rebuild for any language or build system

Poltergeist The ghost that keeps your builds fresh 👻 A universal file watcher with auto-rebuild for any language or build system Poltergeist is an AI-friendly universal file-watcher that auto-detects any project and rebuilds them as soon as a file has been changed. Think npm run dev for native apps, with automatic configuration, notifications and a smart build queue. It stands on the shoulders of giants and fills the glue layer that's been missing. Works on macOS, Linux, and Windows. Availabl

Massive Pixel leak spoils everything ahead of Google launch event

TL;DR A leak may have revealed the specs of the Pixel 10 series. The same leak also spilled details on the Pixel Watch 4. The specs for the Pixel Buds 2a have also been shared. Before we know it, August 20 will be here and Google will finally unveil the Pixel 10 series. Along with the launch of the next-generation phones, we expect to see the Pixel Watch 4 and Pixel Buds 2a. However, by the time August 20 rolls around, the tech giant may not have anything left to surprise us with. A new leak

Topics: 10 buds camera pixel pro

Here's a list of all compatible iPhones that can download the Apple iOS 26 beta update today

Apple's iOS 26 is coming this fall, giving your iPhone's operating system a big upgrade. My favorite is the visual update, called Liquid Glass — it's like the better-executed version of Windows Vista. We spent two weeks test-driving it — you can check out our detailed hands-on iOS 26 preview, or you can try it out yourself by downloading and installing the public beta. That software is a more stable iteration of the separate developer version, which recently hit the beta 5 waypoint, and offers a

Topics: 26 apple ios iphone pro

M5 MacBook Pro No Longer Coming in 2025

Apple does not plan to refresh any Macs with updated M5 chips in 2025, according to Bloomberg's Mark Gurman. Updated MacBook Air and MacBook Pro models are now planned for the first half of 2026. Gurman previously said that Apple would debut the M5 ‌MacBook Pro‌ models in late 2025, but his newest report suggests that Apple is "considering" pushing them back to 2026. Apple is now said to be "internally targeting" a launch early next year. The current M4, M4 Pro, and M4 Max ‌MacBook Pro‌ mode

Json2dir: a JSON-to-directory converter, a fast alternative to home-manager

json2dir : a JSON-to-directory converter, a fast alternative to home-manager for managing dotfiles TL;DR: file.json : { "file" : " Hello, world! " , "dir" : { "subfile" : " Content. " , "subdir" : {} }, "symlink" : [ " link " , " target path " ], "script" : [ " script " , " #!/bin/sh echo Howdy! " ] } cat file.json | json2dir Here, four files will be added to the current directory: file , dir , symlink , and script . Using json2dir as a home-manager alternative. Input schema Objects re