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Is HR ready for AI?

sefa ozel/Getty Images A report from technology analyst firm Valoir has found that most companies are either already leveraging AI for HR activities, such as recruiting, learning, and talent management, or they plan to do so within the next 24 months. However, there's a significant gap in terms of policies, practices, and training for safe and effective AI adoption. Only 34% of organizations have a policy on generative AI (gen AI), and even fewer offer effective training. Also: 5 entry-level

How to scale RL to 10^26 FLOPs

TLDR: Reinforcement learning (RL) is the next training technique for building frontier-level AI models. To make it better, we need to train on more data. The current approach of scaling many environments simultaneously is messy and complicated. Instead, I propose we find a way to do next-token prediction on the Web using RL. This way, we learn to reason from general web data, instead of just math and code. I’ve spent a good part of the past year in denial. I was in denial because when OpenAI r

The upcoming GPT-3 moment for RL

The upcoming GPT-3 moment for RL Matthew Barnett, Tamay Besiroglu, Ege Erdil Jun 20, 2025 GPT-3 showed that simply scaling up language models unlocks powerful, task-agnostic, few-shot performance, often outperforming carefully fine-tuned models. Before GPT-3, achieving state-of-the-art performance meant first pre-training models on large generic text corpora, then fine-tuning them on specific tasks. Today’s reinforcement learning is stuck in a similar pre-GPT-3 paradigm. We first pre-train l

ETH Zurich and EPFL to release a LLM developed on public infrastructure

Earlier this week in Geneva, around 50 leading global initiatives and organisations dedicated to open-source LLMs and trustworthy AI convened at the International Open-Source LLM Builders Summit. Hosted by the AI centres of EPFL and ETH Zurich, the event marked a significant step in building a vibrant and collaborative international ecosystem for open foundation models. Open LLMs are increasingly viewed as credible alternatives to commercial systems, most of which are developed behind closed doo

AWS doubles down on infrastructure as strategy in the AI race with SageMaker upgrades

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 AWS seeks to extend its market position with updates to SageMaker, its machine learning and AI model training and inference platform, adding new observability capabilities, connected coding environments and GPU cluster performance management. However, AWS continues to face competition from Google and Microsoft, which also offer many featur

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

Smollm3: Smol, multilingual, long-context reasoner LLM

SmolLM3: smol, multilingual, long-context reasoner Published July 8, 2025 Update on GitHub Base model: https://hf.co/HuggingFaceTB/SmolLM3-3B-Base Instruct and reasoning model: https://hf.co/HuggingFaceTB/SmolLM3-3B Small language models are becoming increasingly important as users seek capable models that can be deployed efficiently. The community has produced a fascinating range of capable small models, each pushing the boundaries of what's possible at this scale. With SmolLM3, we're excit

How ChatGPT actually works (and why it's been so game-changing)

Elyse Betters Picaro / ZDNET Back in the day (and by "in the day," I mean late 2022, before AI chatbots exploded on the scene), tools like Google and Wolfram Alpha interacted with users via a single-line text entry field and provided text results. Google returned search results -- a list of web pages and articles that would (hopefully) provide information related to the search queries. Wolfram Alpha generally provided answers that were mathematical and data analysis-related. ChatGPT, by contra

Garmin Is Going Nuts for Prime Day, Forerunner 255 GPS Smartwatch Is Now Almost Free

Garmin doesn’t actually have a direct competitor out there with a wide range of models that cater to professionals and amateurs. For Prime Day Amazon is offering a whopping 43% discount on the Forerunner 255, bringing its price down to just $199 from its regular price of $349. This is the company’s best-selling product, and it has a 4.7 out of 5 rating and it can be purchased as a limited time offer that does not require a Prime membership. See at Amazon Quality and Tracking Its slender prof

Garmin Fenix 7X Pro Solar Is 40% Off, Amazon’s Giving Up Its Entire Margin for Prime Day

Garmin is the gold standard for smartwatches for athletes and the fēnix series is firmly at the top of their line. If you don’t have to spend over $1,000 on the latest version, the Garmin fēnix 7X Pro Sapphire Solar is an amazing second choice and it’s a team favorite in our editorial staff’s athlete corps. For Prime Day early, Amazon is losing all its margin and pricing this watch at 40% off, and brings the cost down to a mere $599 from its usual $999. This is the all-time low for this model,

Can the music industry make AI the next Napster?

is a reporter who writes about tech, money, and human behavior. She joined The Verge in 2014 as science editor. Previously, she was a reporter at Bloomberg. Sure, everyone hates record labels — but the AI industry has figured out how to make them look like heroes. So that’s at least one very impressive accomplishment for AI. AI is cutting a swath across a number of creative industries — with AI-generated book covers, the Chicago Sun-Times publishing an AI-generated list of books that don’t exi

Did AI companies win a fight with authors? Technically

In the past week, big AI companies have — in theory — chalked up two big legal wins. But things are not quite as straightforward as they may seem, and copyright law hasn’t been this exciting since last month’s showdown at the Library of Congress. First, Judge William Alsup ruled it was fair use for Anthropic to train on a series of authors’ books. Then, Judge Vince Chhabria dismissed another group of authors’ complaint against Meta for training on their books. Yet far from settling the legal co

Reinforcement learning, explained with a minimum of math and jargon

It’s Agent Week at Understanding AI! This week I’m going to publish a series of articles explaining the most important AI trend of 2025: agents! Today is a deep dive into reinforcement learning, the training technique that made agentic models like Claude 3.5 Sonnet and o3 possible. Today’s article is available for free, but some articles in the series—including tomorrow’s article on MCP and tool use—will be for paying subscribers only. I’m offering a 20 percent discount on annual subscriptions

Fault Tolerant Llama training – PyTorch blog

Collaborators: Less Wright, Howard Huang, Chien-Chin Huang, Crusoe: Martin Cala, Ethan Petersen tl;dr: we used torchft and torchtitan to train a model in a real-world environment with extreme synthetic failure rates to prove reliability and correctness of fault tolerant training Training loss across 1200 failures with no checkpoints. NOTE: Each small spike is a non-participating worker recovering which affects the metrics but not the model Introduction We want to demonstrate torchft in wo

Reddit is being spammed by AI bots, and it’s all Reddit’s fault

Reddit CEO Steve Huffman has said that the platform is being spammed by AI bots, and is now in “an arms race” to detect and block these fake posts. The irony here is that the very reason Reddit is being targeted by bots is because the company sells access to user posts for AI training … Reddit lets AI bots harvest user posts Things kicked off early last year when Reddit signed a $60M deal to allow user posts to be harvested for AI training. The company involved was subsequently revealed to be

Federal court says AI training on books is fair use, but sends Anthropic to trial over pirated copies

What just happened? A federal court has delivered a split decision in a high-stakes copyright case that could reshape the future of artificial intelligence development. US District Judge William Alsup ruled that Anthropic's use of copyrighted books to train its Claude AI system qualifies as lawful "fair use" under copyright law, marking a significant victory for the AI industry. However, the judge simultaneously ordered the company to face trial this December for allegedly building a "central l

7 Simple Tips for Burning Body Fat at Home Without a Gym Membership

If you're looking to lose weight or build muscle, a gym membership can be a helpful tool. But with membership costs on the rise, it can also be a pricey investment. A recent CNET survey found that 25% of adults surveyed have had to cancel a subscription or membership due to rising costs and budgetary constraints. If you're not looking to add on another monthly membership fee, you may want to skip the gym and work on your fitness goals right at home. If your primary fitness goal is to reduce bod

Court says AI training on books is fair use but Anthropic must face trial over pirated copies

What just happened? A federal court has delivered a split decision in a high-stakes copyright case that could reshape the future of artificial intelligence development. US District Judge William Alsup ruled that Anthropic's use of copyrighted books to train its Claude AI system qualifies as lawful "fair use" under copyright law, marking a significant victory for the AI industry. However, the judge simultaneously ordered the company to face trial this December for allegedly building a "central l

Mastodon updates its terms to prohibit AI model training

Social networks are bolstering their terms of service against scrapers and bots that crawl the website to train AI models. Days after Elon Musk-owned X updated its terms to explicitly prohibit AI model training, decentralized social network Mastodon today updated its own rules to bar any kind of model training, as well. “We explicitly prohibit the scraping of user data for unauthorized purposes, e.g. archival or large language model (LLM) training. We want to make it clear that training LLMs on

Did Samsung's fitness coach just outpace Apple's Workout Buddy?

Health wearables are leaning into AI-powered health coaches and advisors, which can use all the health and fitness data they aggregate to deliver actionable insights or help the user achieve a fitness goal. Last week, Apple debuted a new AI-powered WatchOS 26 feature that will be available on Apple Watches in the coming months. Workout Buddy is the smartwatch's health coach, guiding wearers through a workout and providing historical stats, encouragement, and more. Also: Your Galaxy Watch is ge

This Is the Best-Rated Garmin Forerunner, And It’s Just Hit a New All-Time Low on Amazon

Among the best-rated running watches available today, the Garmin Forerunner series consistently earns top marks from runners and fitness enthusiasts. The Garmin Forerunner 265 and Forerunner 265S are no exception, boasting an impressive 4.7 out of 5 stars across hundreds of Amazon reviews. These two models—the 265S in 42mm and the standard 265 in 46mm—have both dropped to an all-time low price of $349 since Monday morning, down from their original list price of $449. With a discount of $100, th

Court filings show Meta staffers discussed using copyrighted content for AI training

For years, Meta employees have internally discussed using copyrighted works obtained through legally questionable means to train the company’s AI models, according to court documents unsealed on Thursday. The documents were submitted by plaintiffs in the case Kadrey v. Meta, one of many AI copyright disputes slowly winding through the U.S. court system. The defendant, Meta, claims that training models on IP-protected works, particularly books, is “fair use.” The plaintiffs, who include authors

I built a large language model "from scratch"

A developer's journey through building an LLM from scratch, sharing key insights about tokenization, training, and the learning process of mastering AI fundamentals. Building a large language model from scratch# I’m a machine learning / A.I. hobbyist. The technologies fascinate me, and I can’t seem to learn enough about them. Sebastian Raschka’s book, Build a Large Language Model (From Scratch) caught my eye. I don’t recall how I stumbled on it, but I found it when it was still in early access