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A New Kind of AI Model Lets Data Owners Take Control

A new kind of large language model, developed by researchers at the Allen Institute for AI (Ai2), makes it possible to control how training data is used even after a model has been built. The new model, called FlexOlmo, could challenge the current industry paradigm of big artificial intelligence companies slurping up data from the web, books, and other sources—often with little regard for ownership—and then owning the resulting models entirely. Once data is baked into an AI model today, extract

Why I don't ride the AI Hype Train

Ever since ChatGPT came out, the tech world has jumped on a new hype train—just like it did before with crypto, NFTs, and the metaverse. This time, I think the hype spread even faster because it was so easy to try—just open a website and start typing. ChatGPT quickly became one of the fastest-growing products ever, reaching 100 million users in 2 months. Like past trends, it also brought a lot of debate and strong opinions. I’ve used ChatGPT and other large language models (LLMs), and I’ve even

Best Dyson Vacuum Cleaners of 2025: I Put the Best-Known Vacuum Brand to the Test

There are many key factors we look at when helping you decide on a Dyson vacuum. Here are some of the ones we use to weigh scoring. Sarah Tew/CNET Cordless vs. corded Cordless Dyson models (V-series, Gen5) prioritize portability for quick cleanups and multi-level homes but are limited by battery life. Generally, CNET only tests cordless vacuums in our testing lab, but that doesn't mean corded isn't the right choice. Our lab testing shows that most Dyson vacuums we recommend can last between 3

The Prime Day sale on TCL’s 85-inch TV is one of the best deals out there

Prime Day 2025 is the best time this year to get a big-screen TV. Sure, there are deals in the weeks leading up to the Super Bowl, but those are generally on the previous year’s TV because most new models haven’t been released yet. Prime Day, however, comes after most major TV refreshes — including the 85-inch TCL QM8K, available for a limited time at Amazon and Best Buy for $2,499.99 ($1,300 off). For its size and overall brightness, especially if you’re looking for a bright-room TV, the QM8K

Topics: bright models qm8k tcl tv

The Tradeoffs of SSMs and Transformers

This blog post was adapted from a talk I’ve given a handful of times over the last year. It was meant to be a high-level talk accessible to a fairly broad audience, but hopefully has some interesting insights, opinions, and intuitions around sequence models for the dedicated researchers too. State Space Models Just so we’re on the same page, I’ll start by defining what I mean by a state space model. (This section isn’t strictly necessary to get to the main part of this post though; feel free t

AI Does Something Subtly Bizarre If You Make Typos While Talking to It

New research suggests that medical AI chatbots are woefully unreliable at understanding how people actually communicate their health problems. As detailed in yet-to-be-peer-reviewed study presented last month by MIT researchers, an AI chatbot is more likely to advise a patient not to seek medical care if their messages contained typos. The errors AI is susceptible to can be as seemingly inconsequential as an extra space between words, or if the patient used slang or colorful language. And strik

LLM-Ready Training Dataset for Apple's Foundation Models (iOS 26)

The only comprehensive training dataset for Apple's Foundation Models Framework (iOS 26) What You Get Three technical specification files for training LLMs on Apple's Foundation Models framework: 1. Core Framework Guide SystemLanguageModel availability, LanguageModelSession management, response generation, and context handling. 2. Advanced Implementation Guide @Generable/@Guide macros, constrained decoding, Tool protocol, and performance optimization. 3. Strategic Features Guide Adapter

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

Apple Reportedly Loses Key AI Mind

Apple has kept a low profile in the artificial intelligence arms race. But now, a major talent loss is raising fresh questions about whether the iPhone maker is falling behind. According to Bloomberg, Meta has hired Ruoming Pang, a high-level engineer who led Apple’s foundation models team. Pang, a former Google veteran and key architect behind the large language models (LLMs) powering Apple Intelligence, will now join Meta’s elite AI unit focused on building superintelligent systems. His exit

Topics: ai apple models pang team

Meta reportedly recruits Apple’s head of AI models

In Brief Apple’s head of AI models, Ruoming Pang, is leaving the company to work at Meta, Bloomberg reported on Monday. This marks the latest high-ranking AI executive Meta CEO Mark Zuckerberg has scooped up to lead his new AI superintelligence unit. Pang previously ran Apple’s in-house team that trained the AI foundation models that underpin Apple Intelligence and other on-device AI features, according to the report. Apple’s AI models haven’t exactly been a huge success — they’re far less cap

Topics: ai apple meta models pang

Meta just hired Apple’s head of foundation models

Apple’s top executive overseeing its in-house AI models is leaving the company, and heading to Meta. As reported by Bloomberg, Ruoming Pang is bound to Menlo Park, and joining Mark Zuckerberg’s all-star Meta Superintelligence Labs group, announced last week. Apple’s AI setbacks just keep on coming Pang joined Apple from Google in 2021, and had been managing the roughly 100-person team behind the models that power Apple Intelligence features like Genmoji, Priority Notifications, and on-device t

Topics: ai apple meta models pang

LookingGlass: Generative Anamorphoses via Laplacian Pyramid Warping

Anamorphosis refers to a category of images that are intentionally distorted, making them unrecognizable when viewed directly. Their true form only reveals itself when seen from a specific viewpoint, which can be through some catadioptric device like a mirror or a lens. While the construction of these mathematical devices can be traced back to as early as the 17th century, they are only interpretable when viewed from a specific vantage point and tend to lose meaning when seen normally. In this p

Cursor apologizes for unclear pricing changes that upset users

The CEO of Anysphere, the company behind the popular AI-powered coding environment Cursor, apologized Friday for a poorly communicated pricing change to its $20-per-month Pro plan. The changes resulted in some users complaining that they unexpectedly faced additional costs. “We recognize that we didn’t handle this pricing rollout well and we’re sorry,” said Anysphere CEO Michael Truell in a blog post. “Our communication was not clear enough and came as a surprise to many of you.” Truell is ref

Launch HN: Morph (YC S23) – Apply AI code edits at 4,500 tokens/sec

Hey HN, I’m Tejas at Morph. We’ve built a blazing-fast model for applying AI-generated code edits directly into your files at 4,500+ tokens/sec. No more slow full-file rewrites or brittle search-and-replace hacks. Why? AI spits out code that can’t reliably be inserted into existing code. Full file rewrites, brittle search-and-replace hacks are too slow, expensive, or error-prone. Morph's approach: - Your agent outputs edits “lazily”, referencing unmodified lines in the existing file (ex: // .

Leaker says iPhone 17 lineup getting two new screen changes

Two months from now, Apple is expected to unveil its new flagship iPhone lineup, including iPhone 17, iPhone 17 Air, iPhone 17 Pro, and iPhone 17 Pro Max. And today, a leaker has shared two screen changes that may be coming to various new models. Today in a new post on Weibo, leaker Digital Chat Station has shared a variety of expectations for the upcoming iPhone 17 line. Many of the details have been reported before, but there are two interesting new details that stand out most—both relating

Topics: 17 iphone models new pro

OpenAI says GPT-5 will unify breakthroughs from different models

OpenAI has again confirmed that it will unify multiple models into one and create GPT-5, which is expected to ship sometime in the summer. ChatGPT currently has too many capable models for different tasks. While the models are powerful, it can be confusing because all models have identical names. But another issue is that OpenAI maintains an "o" lineup for reasoning capabilities, while the 4o and other models have multi-modality. With GPT-5, OpenAI plans to unify the breakthrough in its lineu

I don't think AGI is right around the corner

“Things take longer to happen than you think they will, and then they happen faster than you thought they could.” - Rudiger Dornbusch I’ve had a lot of discussions on my podcast where we haggle out timelines to AGI. Some guests think it’s 20 years away - others 2 years. Here’s where my thoughts stand as of June 2025. Continual learning Sometimes people say that even if all AI progress totally stopped, the systems of today would still be far more economically transformative than the internet.

Prompting LLMs is not engineering

Prompting LLMs is not engineering published in: With the proliferation of AI models and tools, there's a new industry-wide fascination with snake oil remedies called "prompt engineering". As of July 2025 the term is now "context engineering" or "context prompting" or "context manipulation". To put it succinctly, prompt engineering is nothing but an attempt to reverse-engineer a non-deterministic black box for which any of the parameters below are unknown: training set weights constraints o

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

Sakana AI’s TreeQuest: Deploy multi-model teams that outperform individual LLMs by 30%

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 Japanese AI lab Sakana AI has introduced a new technique that allows multiple large language models (LLMs) to cooperate on a single task, effectively creating a “dream team” of AI agents. The method, called Multi-LLM AB-MCTS, enables models to perform trial-and-error and combine their unique strengths to solve problems that are too complex

Topics: ab ai mcts model models

The End of Moore's Law for AI? Gemini Flash Offers a Warning

For the past few years, the AI industry has operated under its own version of Moore's Law: an unwavering belief that the cost of intelligence would perpetually decrease by orders of magnitude each year. Like clockwork, each new model generation promised to be not only more capable but also cheaper to run. Last week, Google quietly broke that trend. In a move that at first went unnoticed, Google significantly increased the price of its popular Gemini 2.5 Flash model. The input token price double

Dust hits $6M ARR helping enterprises build AI agents that actually do stuff instead of just talking

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 Dust, a two-year-old artificial intelligence platform that helps enterprises build AI agents capable of completing entire business workflows, has reached $6 million in annual revenue — a six-fold increase from $1 million just one year ago. The company’s rapid growth signals a shift in enterprise AI adoption from simple chatbots toward sophi

New Mac models through 2026 revealed in leaked Apple identifiers

Apple still has plenty of new product launches coming through the rest of the year, including at least two Macs. But today, a new report has outlined Mac models coming not only in 2025, but even those expected through 2026. Report includes 15 forthcoming Mac models expected through 2026 Marko Zivkovic writes at AppleInsider: Through our own data and information shared with us, AppleInsider has learned of 15 new Mac models currently in development. People familiar with the matter — and common

Topics: apple inch mac models pro

How to Choose the Right TV: Quantum Dots, HDR, RGB, and More in 2025

TVs can be tricky to buy. Whether you read our exquisite guide to the Best TVs or not, you probably won't find every top model at your local Walmart, Best Buy, or Costco. And when you're browsing retail websites, it's easy to feel overwhelmed by marketing speak like HDR, QLED, or “local dimming.” That's why we've collected a few tips, tricks, and terms to help you shop smarter when buying a new TV. Think of this as a checklist to consider before you buy your next big screen. Be sure to check ou

Topics: 8k models screen tv tvs

I'm Rethinking My Upgrade Based on These 5 iPhone 17 Pro Max Rumors

I've always been on team Regular Size when it comes to iPhone Pro models, even in years when the larger Pro Max models have gained exclusive features, like the 5x telephoto "tetraprism" camera in the iPhone 15 Pro Max (which expanded to both models in the iPhone 16 Pro). Despite the more expansive screen size, the Max has always seemed too bulky to carry around all day. But a host of rumored features and design changes for the upcoming iPhone 17 Pro Max has me weighing the benefits of embracing

Could Google’s Veo 3 be the start of playable world models?

Demis Hassabis, CEO of Google’s AI research organization DeepMind, appeared to suggest Tuesday evening that Veo 3, Google’s latest video-generating model, could potentially be used for video games. In response to a post on X beseeching Google to “Let me play a video game of my veo 3 videos already,” and asking, “playable world models wen?” Hassabis responded, “now wouldn’t that be something.” On Wednesday morning, Logan Kilpatrick, lead product for Google’s AI Studio and Gemini API, chimed in

Nothing’s Android 16 update will arrive before the end of the quarter as Nothing OS 4.0

Nothing TL;DR Nothing has confirmed that its Android 16 update will reach users by September. Nothing OS 4.0 will likely debut on the newly launched Phone 3 before rolling out to older models. Nothing Phone 2 and newer models will receive the update, but the original Phone 1 is not eligible. Thanks to Google releasing stable Android 16 for its Pixel lineup earlier than usual, several OEMs are expected to ship their Android 16 updates ahead of schedule this year. Samsung will likely debut One

How large are large language models?

How large are large language models? (2025) This aims to be factual information about the size of large language models. None of this document was written by AI. I do not include any information from leaks or rumors. The focus of this document is on base models (the raw text continuation engines, not 'helpful chatbot/assistants'). This is a view from a few years ago to today of one very tiny fraction of the larger LLM story that's happening. History GPT-2,-medium,-large,-xl (2019): 137M, 380M

Topics: data gpt model models moe

How large are large language models? (2025)

How large are large language models? (2025) This aims to be factual information about the size of large language models. None of this document was written by AI. I do not include any information from leaks or rumors. The focus of this document is on base models (the raw text continuation engines, not 'helpful chatbot/assistants'). This is a view from a few years ago to today of one very tiny fraction of the larger LLM story that's happening. History GPT-2,-medium,-large,-xl (2019): 137M, 380M

Topics: data gpt model models moe

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