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Apple just released a weirdly interesting coding language model

Apple quietly dropped a new AI model on Hugging Face with an interesting twist. Instead of writing code like traditional LLMs generate text (left to right, top to bottom), it can also write out of order, and improve multiple chunks at once. The result is faster code generation, at a performance that rivals top open-source coding models. Here’s how it works. The nerdy bits Here are some (overly simplified, in the name of efficiency) concepts that are important to understand before we can move

I want to leave tech: what do I do?

Let’s say you’re working in tech and you have a technical role: you’re a programmer, a graphic or UI/UX designer, a sysadmin, maybe even a product manager. Let’s say you want to leave, change career, and do something more meaningful with your skills. Your motivations may vary: you feel the tech industry produces nothing of value, or maybe you have the legitimate suspicion that what you build helps bomb innocent people somewhere. You might want to leave because of the individualistic culture tha

What James Gunn’s ‘Superman’ Tells Us About the Future of the DC Universe

It’s been years since James Gunn and Peter Safran first announced their plans for the future of the DC Universe. In that time, plans have changed slightly, and work is ongoing, but, with one exception, we have yet to see exactly how things are going to play out. That changes July 11 with the release of Superman. Not only is the film our first introduction to this brand-new, reimagined version of Superman, it’s our first look at what Gunn and Safran’s DC Universe looks like on the big screen. Sp

James Gunn Reveals the Surprising Jor-El Casting for ‘Superman’

Christopher Nolan’s Odyssey gets its first poster. Mackenzie Davis and Charlie Heaton are set up for a new sea monster drama at Netflix. Plus, filming has wrapped on the final season of The Boys. Spoilers now! Street Fighter Deadline reports David Dastmalchian has been cast as M. Bison in Legendary’s live-action Street Fighter movie. The Odyssey A new poster has been released for Chris Nolan’s Greek epic. A film by Christopher Nolan. Shot entirely with IMAX film cameras. In theaters 7 17 26

Researchers Uncover Hidden Ingredients Behind AI Creativity

We were once promised self-driving cars and robot maids. Instead, we’ve seen the rise of artificial intelligence systems that can beat us in chess, analyze huge reams of text and compose sonnets. This has been one of the great surprises of the modern era: physical tasks that are easy for humans turn out to be very difficult for robots, while algorithms are increasingly able to mimic our intellect. Another surprise that has long perplexed researchers is those algorithms’ knack for their own, str

Jon Watts Left ‘Fantastic Four’ to Get His Groove Back

Before Matt Shakman took over directing duties for the MCU’s first Fantastic Four movie, Jon Watts was in charge. The director of the Spider-Man: Home trilogy dropped out in 2022, and his reasons for leaving are completely valid: he had to take a much-needed break. During a recent storytelling class at the Mediterrane Film Festival, Watts revealed he was basically “out of gas” by the time he was wrapping Spider-Man: No Way Home, which was shot in the early days of the pandemic. Following the nu

Sequence and first differences together list all positive numbers exactly once

EXAMPLE Sequence reads 1 3 7 12 18 26 35 45..., differences are 2 4 5, 6, 8, 9, 10 ... and the point is that every number not in the sequence itself appears among the differences. This property (together with the fact that both the sequence and the sequence of first differences are increasing) defines the sequence!

New Images Show Andromeda Galaxy as You’ve Never Seen It Before

Andromeda lies 2.5 million light-years away from the Milky Way, a spiral galaxy similar to our own that has allowed scientists to better understand our galactic home. A new composite image reveals our closest galactic neighbor in five different wavelengths of light, combined together to create a stunningly detailed view of Andromeda. Telescopes capture images in different wavelengths by observing a specific part of the electromagnetic spectrum, from low-frequency radio waves to extremely high-f

4Real-Video-V2: Feedforward Reconstruction for 4D Scene Generation

1Snap Inc. 2KAUST 4Real-Video-V2 is capable of computing a 4D spatio-temporal grid of video frames and 3D Gaussian particles for each time step using a feed-forward architecture. Its architecture has two main components, a 4D video diffusion model and a feedforward reconstruction model. Your browser does not support the video tag. This represents a major upgrade over 4Real-Video, introducing a new 4D video diffusion model architecture that adds no additional parameters to the base video model

Writing toy software is a joy

I am a huge fan of Richard Feyman’s famous quote: “What I cannot create, I do not understand” I think it’s brilliant, and it remains true across many fields (if you’re willing to be a little creative with the definition of ‘create’). It is to this principle that I believe I owe everything I’m truly good at. Some will tell you to avoid reinventing the wheel, but they’re wrong: you should build your own wheel, because it’ll teach you more about how they work than reading a thousand books on them

Claude Code for VSCode

Claude Code Extension for VS Code IMPORTANT: This plugin requires Claude Code to be installed separately. For more information, see claude.ai/code. Claude Code seamlessly integrates with popular Integrated Development Environments (IDEs) to enhance your coding workflow. This integration allows you to leverage Claude’s capabilities directly within your preferred development environment. Features Auto-installation: When you launch Claude Code from within VSCode’s terminal, it automatically det

Ask HN: How can we keep (part of) the web human?

Any ideas for how we can keep the web (or at least part of it) human? It feels like every time I do a web search, more and more of the results are AI generated nonsense. I'm worried that it's going to become much more difficult to find the human-generated content. How can we keep a part of the web human? Any ideas? (I'm not keen on Sam Altman’s eyeball-scanning Orb being the "solution.")

Planting flags in AI coding territory

Answering this often triggers more questions that shouldn't surprise anyone. Do you have some workable requirements? Have you created meaningful tests aligned with those? Can you understand and fix your code when those tests fail? Are you seeing opportunities to delete code in a way that enhances its value by reducing its liability? In all of these questions, code is ingrained with purpose, hampered by ambiguity, and therefore very much human, even when it lies forgotten in some machine wher

I have reimplemented Stable Diffusion 3.5 from scratch in pure PyTorch

miniDiffusion miniDiffusion is a reimplementation of the Stable Diffusion 3.5 model in pure PyTorch with minimal dependencies. It's designed for educational, experimenting, and hacking purposes. It's made with the mindset of having the least amount of code necessary to recreate Stable Diffusion 3.5 from scratch, with only ~2800 spanning from VAE to DiT to the Train and Dataset scripts. -Files: The main Stable Diffusion model code is located in dit.py, dit_components.py, and attention.py. The d

Beyond GPT architecture: Why Google’s Diffusion approach could reshape LLM deployment

Join the event trusted by enterprise leaders for nearly two decades. VB Transform brings together the people building real enterprise AI strategy. Learn more Last month, along with a comprehensive suite of new AI tools and innovations, Google DeepMind unveiled Gemini Diffusion. This experimental research model uses a diffusion-based approach to generate text. Traditionally, large language models (LLMs) like GPT and Gemini itself have relied on autoregression, a step-by-step approach where each

Apple's Workout Buddy Is Friendly, but What if It Could Adopt Other Personalities?

We all have different ways of motivating ourselves to exercise, so when Apple announced Workout Buddy for the Apple Watch at WWDC 2025, it made us think about what sorts of verbal encouragement would spur us to complete our workouts. We couldn't help but imagine the different types of future Workout Buddies -- and how they might help, cajole or even bargain with us to hit our fitness goals. Workout Buddy in WatchOS 26 will be available at the outset in eight workouts (such as running and cyclin

Apple will at long last let you customize snooze times on alarms in iOS 26

We've been covering all the news Apple announced at WWDC 2025, but possibly the most exciting element coming to iOS 26 wasn't discussed on stage. The next update to the operating system will let people set custom snooze times. MacRumors reported that iOS 26 will offer anywhere from one to 15 minute snoozes that users can select when setting the alarm. For years, Apple has kept the snooze timing locked at nine minutes. If you wanted to doze at a different interval, you'd need to set separate ala

Google Home now lets you control your smart devices, your way

TL;DR Google Home now lets you set up different Favorites for each device. That means you can pin the front door as a favorite on your smartwatch, while the lounge light is pinned on Google TV. This should be useful if you tend to control different smart home gadgets via specific devices. Google has just announced the stable release of Android 16, while also revealing a few features for ecosystem users. It turns out there’s a notable addition to the Google Home app as well. The search giant

Study: Cuttlefish adapt camouflage displays when hunting prey

Crafty cuttlefish employ several different camouflaging displays while hunting their prey, according to a new paper published in the journal Ecology, including mimicking benign ocean objects like a leaf or coral, or flashing dark stripes down their bodies. And individual cuttlefish seem to choose different preferred hunting displays for different environments. It's well-known that cuttlefish and several other cephalopods can rapidly shift the colors in their skin thanks to that skin's unique st