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Solving Wordle with uv's dependency resolver

Introduction In a previous life, I wrote a Sudoku solver that relied on Poetry's dependency resolver. We ended up selling that startup to EDB (not because of the Poetry hack), which means that they now own this IP. And, since then, Python packaging has advanced, with uv taking the world by storm. This means that it's time for a refresh. Can we use uv instead of Poetry? And can we solve a Wordle instead of a Sudoku? For the impatient: you can get the solver from my GitHub. Run uv run main.py r

5 ways to be great AI agent manager, according to business leaders

akinbostanci/Getty Microsoft recently said that maximizing AI and agents' performance involves learning about management concerns, including delegating, iterating, prompting, and refining the technology. The tech giant's research suggested that the requirement for someone to manage these teams of AIs has led to the evolution of a new role, the agent boss, who is responsible for the best performance of these fast-emerging technologies. Also: 4 questions to ask yourself before betting on AI in

Cracking AI’s storage bottleneck and supercharging inference at the edge

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 As AI applications increasingly permeate enterprise operations, from enhancing patient care through advanced medical imaging to powering complex fraud detection models and even aiding wildlife conservation, a critical bottleneck often emerges: data storage. During VentureBeat’s Transform 2025, Greg Matson, head of products and marketing, S

12 must-have gadgets for college students in 2025

Students have enough to remember for all of their classes, coursework and extracurricular activities — a password manager can help remove one thing from that list. And by “one thing,” we actually mean a lot of things, since students have a ton of passwords to keep track of for school accounts and personal ones. Our top pick for the best password manager, 1Password, provides a ton of value at the relatively affordable price of $36 per year. First and foremost, it saves all of your passwords and

These are the best new MacBook deals this July: options starting at $649

In the Apple Silicon era, MacBooks have become more affordable than ever – with brand new models starting as low as $649. With looming tariffs on China, these great deals could potentially be coming to an end soon – so if you’re in the market for a new MacBook for any reason, now may be one of the best ever times to purchase. Apple’s upcoming macOS 26 update is also rumored to drop support for some additional Intel Macs, so if you’d like to stay on the latest and greatest Apple software, nows a

Show HN: Modernized file manager and program manager from Windows 3.x

Heirloom apps Lightly modernized classics for Windows Heirloom Program Manager An alternative to the Start menu for launching shortcuts. This is a reimplementation of the classic Program Manager. Heirloom File Manager Browse, organize, and manipulate files. An alternative to File Explorer for basic tasks. This direct derivative of the classic Windows File Manager adds the following features: High-DPI screen support Recycle Bin Bookmarks Drag and drop Create and extract zip archives

Forget the hype — real AI agents solve bounded problems, not open-world fantasies

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 Everywhere you look, people are talking about AI agents like they’re just a prompt away from replacing entire departments. The dream is seductive: Autonomous systems that can handle anything you throw at them, no guardrails, no constraints, just give them your AWS credentials and they’ll solve all your problems. But the reality is that’s ju

Mirage: First AI-Native UGC Game Engine Powered by Real-Time World Model

The future of gaming isn't built level by level by expert designers—it's imagined, generated, and played by anyone, in real time. Meet Mirage: the world's first real-time generative engine enabling live UGC gameplay through state-of-the-art AI World Models. Built to support dynamic, interactive, and sustained gameplay, it enables entire worlds to be generated and modified live—through natural language, keyboard, or controller input. Mirage supports various genres, and today we are releasing tw

Why English doesn't use accents

Portrait of Jean Miélot (after 1456), Jean le Tavernier Canterbury, AD 1105 The cold of the stone floor in the scriptorium creeps up through Godwin’s boots. He pays it no mind. Before him lies a copy of the Chronicle, just arrived from the old capital of Winchester. In it is written the history of the English people. His people. Today, his job is to make another copy. No difficult task for Godwin, or any monk. But Abbot Robert will want to inspect the work before vespers. Abbot Robert. A No

SanDisk 1TB SSD Gets Prime Day Slammed, Now at Its Lowest Price on Amazon

SanDisk has long been the gold standard for consumer SSDs and Prime Day is always the best time to upgrade your storage with one of these high-performance drives. Amazon holds this event as its biggest sale of the year because it offers massive discounts on prime tech products. These deals are so much of a bargain that inventory does not typically last long, so it’s wise to act quickly while supplies last. This year, the SanDisk Extreme Portable SSD in 1TB is now priced at just $99 which is a s

Why the simplest desktop agent abstraction wins

This is first post in a series about the design and implementation of Bytebot . Give us a star on our open source repo . We’re still in the early innings of AI agents. There are hundreds of companies building wrappers around LLMs, trying to make them more useful; more tool-aware, more stateful, more capable of completing tasks across applications. But most of them are barking up the same tree: they’re building agents that work by connecting APIs and tools in structured ways. Bytebot was born o

Problems the AI industry is not addressing adequately

I think the AI industry is facing a handful of urgent problems it’s not addressing adequately. I believe everything I write here is at least directionally true, but I could be wrong. My aim isn’t to be definitive, just to spark a conversation. What follows is a set of expanded thoughts on those problems, in no particular order. Disclaimer: Not everyone in AI is as bad as I’m making them sound. I’m flattening a wildly diverse field into a single tone, which is obviously reductive. People are dif

Everything You Can Do in the Photoshop Mobile App

You know your software is a success when its name becomes a verb: You'll now commonly hear about images being photoshopped, even if the editing wasn't done with the Adobe image editor. Adobe might not like it, but the usage shows how dominant its flagship product has become. On mobile though, Photoshop hasn't achieved the same kind of ubiquity or brand recognition. We've had official Photoshop apps of various types down the years, but none of them have really translated the power and feature se

Incapacitating Google Tag Manager (2022)

"We're long past the days when it was possible to simply say "no" to corporate stalking without consequence. Today, when we say "no", we get punished for it. But that only goes to show WHY, more than ever, we should be saying "no"." Google Tag Manager. It's a product which, by design, cloaks a range of the Internet's most invasive and unethical scripts in an opaque closet, then springs them out in disguise. Combining immense power with obfuscation and vast scale of use, Google Tag Manager is th

I'm Losing All Trust in the AI Industry

I think the AI industry is facing a handful of urgent problems it’s not addressing adequately. I believe everything I write here is at least directionally true, but I could be wrong. My aim isn’t to be definitive, just to spark a conversation. What follows is a set of expanded thoughts on those problems, in no particular order. Disclaimer: Not everyone in AI is as bad as I’m making them sound. I’m flattening a wildly diverse field into a single tone, which is obviously reductive. People are dif

The 11 Best Healthy Beverages for Staying Hydrated in the Heat

When it comes to picking the right healthy beverage for your taste and preferences, there are multiple factors to consider. Below, we outline them so you can find the right drink for you. Dietary notes If you follow a specific diet or are looking for specific ingredients, this can help you narrow down the best drink for you. Examples include gluten-free, vegan, nut-free, low-sugar or zero-sugar, and no artificial flavors or sweeteners. You’ll also want to think about what is added to the drink

AI Essentials: 29 Ways You Can Make Gen AI Work for You, According to Our Experts

If you haven't added generative AI to your skill set yet, you should. AI chatbots such as ChatGPT and Gemini and AI image generators including Dall-E and Canva are handy, accessible and often free to use. They're also powerful gateways for getting things done, whether it's for work, a hobby or general knowledge. Now's the time to start getting familiar with them. And many of us have, to some degree. The ChatGPT app is reliably among the top downloads from Apple's and Google's app stores, and Ch

Vortex (Véhicule Orbital Réutilisable de Transport Et D'Exploration)

As an architect and integrator of complex airborne systems, Dassault Aviation intends to take advantage of its space expertise to develop spaceplane solutions that disrupt current systems. VORTEX (Véhicule Orbital Réutilisable de Transport et d’Exploration) Designed to operate in space and return to Earth like an aircraft, these intrinsically dual-use vehicles have the potential to transform space operations—enabling new applications across commercial, scientific, and military missions. Space

The ITTAGE indirect branch predictor

While investigating the performance of the new Python 3.14 tail-calling interpreter, I learned (via this very informative comment from Sam Gross) new (to me) piece of performance trivia: Modern CPUs mostly no longer struggle to predict the bytecode-dispatch indirect jump inside a “conventional” bytecode interpreter loop. In steady-state, assuming the bytecode itself is reasonable stable, modern CPUs achieve very high accuracy predicting the dispatch, even for “vanilla” while / switch -style inte

Chasing Lost Languages

If humans have been talking for 200,000 years—for most of our species’ existence, that is—then an estimated half a million languages might have been spoken in all. To put that number in perspective, around 7,000 languages are spoken today. And because writing was only invented about 5,000 years ago, the vast majority of those half a million languages are lost to us, having been spoken in a preliterate world and died before they could be recorded. That’s half a million distinct systems of knowled

VLLM: Easy, Fast, and Cheap LLM Serving with PagedAttention

GitHub | Documentation | Paper LLMs promise to fundamentally change how we use AI across all industries. However, actually serving these models is challenging and can be surprisingly slow even on expensive hardware. Today we are excited to introduce vLLM, an open-source library for fast LLM inference and serving. vLLM utilizes PagedAttention, our new attention algorithm that effectively manages attention keys and values. vLLM equipped with PagedAttention redefines the new state of the art in LL

How to Incapacitate Google Tag Manager and Why You Should (2022)

"We're long past the days when it was possible to simply say "no" to corporate stalking without consequence. Today, when we say "no", we get punished for it. But that only goes to show WHY, more than ever, we should be saying "no"." Google Tag Manager. It's a product which, by design, cloaks a range of the Internet's most invasive and unethical scripts in an opaque closet, then springs them out in disguise. Combining immense power with obfuscation and vast scale of use, Google Tag Manager is th

Ingram Micro suffers global outage as internal systems inaccessible

IT giant Ingram Micro is experiencing a global outage that is impacting its websites and internal systems, with customers concerned that it may be a cyberattack after the company remains silent on the cause of the issues. Ingram Micro is one of the largest business-to-business technology distributors and service providers in the world, offering hardware, software, cloud, logistics, and training solutions to resellers and managed service providers worldwide. The company employs around 24,000 pe

Big Brother at the Border Is Searching for a ‘Hidden Language’ in People’s Text Messages

United States Customs and Border Protection (CBP) has a bad snooping habit, and it’s looking for a little help to get its fix. According to a report from Wired, the agency is currently asking tech companies to pitch it ideas for a digital forensics tool that would allow it to process and analyze data from seized phones and computers and potentially uncover “hidden” patterns. In a federal registry listing from June, CBP said it is seeking a tool that can scan text messages, pictures, videos, con

Google expands Material 3 Expressive redesign to more Android settings

Ryan Haines / Android Authority TL;DR The latest Android System Intelligence app update brings Material 3 Expressive design changes to more Android settings. The build introduced revamped settings pages for Now Playing, At a Glance, Live Translate, Apps in Search, and Live Captions. These changes are live on devices running the latest Android 16 QPR1 beta update. After rolling out Material 3 Expressive design changes to several apps in recent weeks, Google is now shipping an update for the A

I Brought My Dad Back to Life With This Phone. I Don't Know How to Feel

My dad died just after my fourth birthday in 1992. Being so young, I have few memories of him and my family has only a small handful of home movie clips, filmed in the brief window before he died. But I do have a selection of still pictures and in my testing of a new phone, the Honor 400 Pro, I found I was able to bring him to life using AI. Honestly? I really don't know how to feel about it. The original still image of my dad (left) and the AI-created video of him (right). Andrew Lanxon/CNET

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Context Engineering for Agents

Lance Martin TL;DR Agents need context to perform tasks. Context engineering is the art and science of filling the context window with just the right information at each step of an agent’s trajectory. In this post, I group context engineering into a few common strategies seen across many popular agents today. Context Engineering As Andrej Karpathy puts it, LLMs are like a new kind of operating system. The LLM is like the CPU and its context window is like the RAM, serving as the model’s work

WASM Agents: AI agents running in the browser

One of the main barriers to a wider adoption of open-source agents is the dependency on extra tools and frameworks that need to be installed before the agents can be run. In this post, we show how to write agents as HTML files, which can just be opened and run in a browser. One of the main barriers to a wider adoption and experimentation with open-source agents is the dependency on extra tools and frameworks that need to be installed before the agents can be run. In this post, we introduce the

Exclusive 4th of July Offer: 1TB to 10TB Lifetime Cloud Storage at a Huge Discount

Cloud storage is only as good as its security, and this service gets it right. With its eye-catching bundle of lifetime storage plus encryption, you only pay once instead of facing monthly fees like with most providers. Right now, you can save up to $1,320 and enjoy up to 10 TB of secure, client-side encrypted storage for life. And that’s just the beginning. This platform is also packed with powerful features designed to protect and simplify your digital life. Claim pCloud Discount Today Save

The Person in Charge of Testing Tech for US Spies Has Resigned

The head of the US government’s Intelligence Advanced Research Projects Activity (IARPA) is leaving the unit this month to take a job with a quantum computing company, WIRED has learned. Rick Muller’s pending departure from IARPA comes amid broader efforts to downsize the United States intelligence community, including the Office of the Director of National Intelligence (ODNI), which oversees IARPA. A person familiar with Muller’s plans confirmed to WIRED his departure from IARPA. Born during