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I turned my Pixel 9 into a desktop PC and it actually works great

Android 16 is finally here, but unfortunately, some of the best features are still on the horizon. One upcoming tool that I’ve been keeping a particularly close eye on is Android 16’s Desktop Mode, currently available in the QPR1 Beta 2. It’s been a while since I gave Samsung’s equivalent Dex setup a go, so I’m very keen to see what’s different, what’s new, and how far things have come. Eager to try it out, I grabbed my Pixel 9 Pro XL, installed the latest beta, and decided to try working on my

Tiny-diffusion: A minimal implementation of probabilistic diffusion models

A minimal PyTorch implementation of probabilistic diffusion models for 2D datasets. Get started by running python ddpm.py -h to explore the available options for training. Forward process A visualization of the forward diffusion process being applied to a dataset of one thousand 2D points. Note that the dinosaur is not a single training example, it represents each 2D point in the dataset. Reverse process This illustration shows how the reverse process recovers the distribution of the trainin

The 14 Best TVs We’ve Reviewed, Plus Buying Advice (2025)

Saving up for a new screen? Whether you’re a videophile or new to 4K, the best TVs you can buy are bigger, brighter, and cheaper than ever. To help you navigate the dozens of models from LG, Samsung, TCL, Hisense, Sony, Panasonic, and others, we've done intensive testing and watched hundreds of hours of content to grab the standouts from our recent reviews. Below you'll find everything from the best OLED TVs we've ever tested to the best cheap TVs for tight budgets—with plenty of excellent optio

Topics: 4k best models tvs ve

These are the best iPad deals right now, just in case iPadOS 26 made you rethink things

A short while ago, I was browsing Apple deals on Amazon (as one does) – and something stuck out to me. High-end iPad Pros, particularly 12.9-inch models, are surprisingly cheap. I saw M1 models with 1TB and cellular for under $700. Given the recent iPadOS 26 overhaul that makes the iPad much more Mac-like, I figured these deals would be worth a share. While renewed iPad deals are the focus here because of their affordability, new iPad deals are also mentioned at the end. Renewed M1 iPad Pro de

Rethinking AI: DeepSeek’s playbook shakes up the high-spend, high-compute paradigm

Join the event trusted by enterprise leaders for nearly two decades. VB Transform brings together the people building real enterprise AI strategy. Learn more When DeepSeek released its R1 model this January, it wasn’t just another AI announcement. It was a watershed moment that sent shockwaves through the tech industry, forcing industry leaders to reconsider their fundamental approaches to AI development. What makes DeepSeek’s accomplishment remarkable isn’t that the company developed novel ca

How the Final Cartridge III Freezer Works

by Daniël Mantione Daniël contributed the commented disassembly of the FC3 freezer functionality to the reverse engineering effort at github.com/mist64/final_cartridge. Thanks to Eric Schlaepfer for his input on 6502 timing. Freezer cartridge theory One key reason why the Commodore 64 was so successful in the 80s was that it was able to do things it wasn’t designed for. Freezer cartridges, which allowed stopping any running program or game, applying cheat codes and resuming, or saving the com

We investigated Amsterdam's attempt to build a 'fair' fraud detection model

METHODOLOGY How we investigated Amsterdam’s attempt to build a ‘fair’ fraud detection model For the past four years, Lighthouse has investigated welfare fraud detection algorithms deployed in five European countries. Our investigations have found evidence that these systems discriminated against vulnerable groups with oftentimes steep consequences for people’s lives. Governments and companies deploying these systems often show little regard for the biases they perpetrate against vulnerable gro

Seven replies to the viral Apple reasoning paper and why they fall short

The Apple paper on limitations in the “reasoning” of Large Reasoning Models, which raised challenges for the latest scaling hypothesis, has clearly touched a nerve. Tons of media outlets covered it; huge numbers of people on social media are discussing. My own post here laying out the Apple paper in historical and scientific context was so popular that well over 150,000 people read it, biggest in this newsletter’s history. The Guardian published an adaptation of my post (“When billion-dollar AI

Anker recalls over a million power banks after reports of fires

PSA A popular portable charger is being pulled from shelves and homes across the United States after reports surfaced of the device overheating and causing fires. Anker, a well-known electronics manufacturer, has announced a voluntary recall of its PowerCore 10000 power banks, specifically those marked with model number A1263, due to a potential safety issue with the battery. The recall, which began on June 12, affects approximately 1.16 million units sold nationwide between June 2016 and Decem

Model Once, Represent Everywhere: UDA (Unified Data Architecture) at Netflix

Model Once, Represent Everywhere: UDA (Unified Data Architecture) at Netflix Netflix Technology Blog Follow 15 min read · 2 days ago 2 days ago -- 8 Listen Share By Alex Hutter, Alexandre Bertails, Claire Wang, Haoyuan He, Kishore Banala, Peter Royal, Shervin Afshar As Netflix’s offerings grow — across films, series, games, live events, and ads — so does the complexity of the systems that support it. Core business concepts like ‘actor’ or ‘movie’ are modeled in many places: in our Enterprise G

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

ChatGPT Glossary: 52 AI Terms Everyone Should Know

AI is now a part of our everyday lives. From the massive popularity of ChatGPT to Google cramming AI summaries at the top of its search results, AI is completely taking over the internet. With AI, you can get instant answers to pretty much any question. It can feel like talking to someone who has a Ph.D. in everything. But that aspect of AI chatbots is only one part of the AI landscape. Sure, having ChatGPT help do your homework or having Midjourney create fascinating images of mechs based on c

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

Do reasoning models really “think” or not? Apple research sparks lively debate, response

Join the event trusted by enterprise leaders for nearly two decades. VB Transform brings together the people building real enterprise AI strategy. Learn more Apple’s machine-learning group set off a rhetorical firestorm earlier this month with its release of “The Illusion of Thinking,” a 53-page research paper arguing that so-called large reasoning models (LRMs) or reasoning large language models (reasoning LLMs) such as OpenAI’s “o” series and Google’s Gemini-2.5 Pro and Flash Thinking don’t a

New paper pushes back on Apple’s LLM ‘reasoning collapse’ study

Apple’s recent AI research paper, “The Illusion of Thinking”, has been making waves for its blunt conclusion: even the most advanced Large Reasoning Models (LRMs) collapse on complex tasks. But not everyone agrees with that framing. Today, Alex Lawsen, a researcher at Open Philanthropy, published a detailed rebuttal arguing that many of Apple’s most headline-grabbing findings boil down to experimental design flaws, not fundamental reasoning limits. The paper also credits Anthropic’s Claude Opus

Google Meet’s Companion mode is finally ready for Android’s biggest screens

Edgar Cervantes / Android Authority TL;DR Google created Companion mode for Meet to offer a second screen for people in hybrid calls. Originally available for computers, last year Google expanded access to Android and iOS. Today Companion mode is getting an update to optimize it for tablets and foldables. Finding yourself stuck in a meeting can be a real slog, and it’s a situation that’s made all the worse when you feel like you’re not particularly seen, or able to interact with other partic

Anker is recalling a million power banks due to fire risks, here’s how to check and return yours

Edgar Cervantes / Android Authority TL;DR Anker is recalling its PowerCore 10000 power bank (model A1263). An issue is causing these power banks to catch on fire or explode. Affected customers can get a $30 gift card or a free replacement power bank. If you own an Anker PowerCore 10000 power bank, then you’ll want to take a quick look at the product details on the bottom. Anker has issued a recall for these power banks with the model number A1263. Anker explains that PowerCore 10000 power b

Frontier AI Models Are Getting Stumped by a Simple Children's Game

Earlier this week, researchers at Apple released a damning paper, criticizing the AI industry for vastly overstating the ability of its top AI models to reason or "think." The team found that the models including OpenAI's o3, Anthropic's Claude 3.7, and Google's Gemini were stumped by even the simplest of puzzles. For instance, the "large reasoning models," or LRMs, consistently failed at Tower of Hanoi, a children's puzzle game that involves three pegs and a number of differently-sized disks t

Anker is recalling over 1.1M power banks due to fire and burn risks

is a senior reporter who’s been covering and reviewing the latest gadgets and tech since 2006, but has loved all things electronic since he was a kid. Anker has issued a recall for its PowerCore 10000 power bank (model A1263) due to a “potential issue with the lithium-ion battery” that could pose a fire safety risk. The company has received 19 reports of fires and explosions that have caused minor burn injuries and resulted in property damage totaling over $60,700, according to the US Consumer

Tesla's new Model S and X vehicles are now available in the US

Tesla has officially launched new versions of the Model S and the Model X in the US. As Electrek notes, however, the upgrades may not be quite as big or compelling as one could hope when the vehicles now cost $5,000 more. The automaker has posted a list of updates for the vehicles on X, including a new Frost Blue paint color option and a range of up to 410 miles for the Model S Long Range version, which is Tesla's longest range yet. Getting the Frost Blue paint will cost buyers $2,500 more, howe

Zero-Shot Forecasting: Our Search for a Time-Series Foundation Model

Introduction In the last few years, the field of time-series forecasting has seen a fundamental shift. Where we once depended solely on classic statistical methods, think ARIMA, SARIMA, and Prophet, new “foundation” models have emerged, promising to bring the power and flexibility of large language models (LLMs) into the world of time-series data. The allure is obvious: can we build a single, reusable forecasting model that works across a variety of datasets and domains, instead of painstakingl

Anker recalls over a million power banks due to fire and burn hazards

You should stop using the PowerCore 10000 'immediately' and contact Anker for a free replacement. Anker has recalled its PowerCore 10000 power bank (model A1263) due to an issue with the lithium battery that can cause it to "overheat, posing fire and burn hazards to consumers," the US Consumer Product Safety Commission (USCPSC) wrote. The company received 19 reports of fires and explosions, including two reports of minor burn injuries and 11 property damage claims totaling over $60,700. It's a

Tesla’s minor Model S and X refreshes cost $5,000 more

is a news writer focused on creative industries, computing, and internet culture. Jess started her career at TechRadar, covering news and hardware reviews. Tesla is relaunching its Model S and Model X with minor changes as the EV maker struggles to address plummeting demand. The updated vehicles are launching in the US today with a $5,000 price increase applied across the All-Wheel Drive (AWD) and high-performance Plaid versions of both models, but judging by the comments on the announcement Te

Topics: 990 awd model plaid tesla

Meta’s new world model lets robots manipulate objects in environments they’ve never encountered before

Join the event trusted by enterprise leaders for nearly two decades. VB Transform brings together the people building real enterprise AI strategy. Learn more While large language models (LLMs) have mastered text (and other modalities to some extent), they lack the physical “common sense” to operate in dynamic, real-world environments. This has limited the deployment of AI in areas like manufacturing and logistics, where understanding cause and effect is critical. Meta’s latest model, V-JEPA 2,

AI flunks logic test: Multiple studies reveal illusion of reasoning

Bottom line: More and more AI companies say their models can reason. Two recent studies say otherwise. When asked to show their logic, most models flub the task – proving they're not reasoning so much as rehashing patterns. The result: confident answers, but not intelligent ones. Apple researchers have uncovered a key weakness in today's most hyped AI systems – they falter at solving puzzles that require step-by-step reasoning. In a new paper, the team tested several leading models on the Tower

Meta Says Its New AI Model Understands Physical Rules Like Gravity

A new generative AI model Meta released this week could change how machines understand the physical world, opening up opportunities for smarter robots and more, the company said. The new open-source model, called Video Joint Embedding Predictive Architecture 2, or V-JEPA 2, is designed to help artificial intelligence understand things like gravity and object permanence, Meta said. "By sharing this work, we aim to give researchers and developers access to the best models and benchmarks to help

Google Has a New AI-Weather Model for Cyclones. Should Experts Trust It?

On Thursday, Google announced a new advancement powered by artificial intelligence that could change the way we predict hurricanes. Weather Lab is an interactive website that shows live and historic AI weather models, including its latest tropical cyclone model, which includes hurricanes. It was developed by Google DeepMind, the company's London-based AI research lab. The cyclone model can predict the formation, track, intensity, size and shape of the storm. And it can create 50 possible scenar

First thoughts on o3 pro

As “leaked”, OpenAI cut o3 pricing by 80% today (from $10/$40 per mtok to $2/$8 - matching GPT 4.1 pricing!!) to set the stage of the launch of o3-pro ($20/$80, supporting an unverified community theory that the -pro variants are 10x base model calls with majority voting as referenced in their papers and in our Chai episode). o3-pro reports a 64% win rate vs o3 on human testers and does marginally better on 4/4 reliability benchmarks, but as sama noticed, the actual experience expands when you t

Google left months-old dark mode bug in Android 16, fix planned for next Pixel Drop

Google's Pixel phones got a big update this week with the release of Android 16 and a batch of Pixel Drop features. Pixels now have enhanced security, new contact features, and improved button navigation. However, some of the most interesting features, like desktop windowing and Material 3 Expressive, are coming later. Another thing that's coming later, it seems, is a fix for an annoying bug Google introduced a few months back. Google broke the system dark mode schedule in its March Pixel updat

Konami is remaking the original Silent Hill

is a news editor covering technology, gaming, and more. He joined The Verge in 2019 after nearly two years at Techmeme. Get ready for more Silent Hill. As part of its Press Start online presentation on Thursday, Konami announced that it’s remaking the original Silent Hill in partnership with Bloober Team, the studio that developed last year’s well-received Silent Hill 2 remake. Konami didn’t share any more details beyond that the game is in development; the presentation didn’t include any foota