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We Hit 100% GPU Utilization–and Then Made It 3× Faster by Not Using It

We recently used Qwen3-Embedding-0.6B to embed millions of text documents while sustaining near-100% GPU utilization the whole way. That’s usually the gold standard that machine learning engineers aim for… but here’s the twist: in the time it took to write this blog post, we found a way to make the same workload 3× faster, and it didn’t involve maxing out GPU utilization at all. That story’s for another post, but first, here’s the recipe that got us to near-100%. The workload Here at the Daft

IQ Tests Results for AI

Does this site show that AIs are biased? As of 2023, every major AI is economically left-wing and also relatively socially libertarian. Some AIs are much more like that than others, however, with Claude tending towards being one of the most moderate models, and Google’s Bard being one of the most extreme-left models. An AI’s political bias is shaped by two main things:

Topics: ai ais bias left models

AI apps are like music

This is a mental discussion I have been having for the last two months. It is about pricing in AI. I have one actionable recommendation: Kill that damn model picker. I have been coding a specific AI app. Exciting stuff. Product is obvious. I even got a plan for distribution from day 1. Or day 0. Everything clicks. Except one thing. Pricing. It's tormenting me. The Cursor Problem or is it? Everyone describes AI apps the same way: "Cursor for X." Fair enough. Cursor nailed something import

Engadget review recap: Dell 14 Premium, Framework Desktop, Sony Theater Bar 6 and more

With a barrage of new Apple and Google devices around the corner, our reviews team is clearing their desks of new products before the pre-fall deluge begins. There's a well-rounded mix of in-depth testing this time around, including a detailed preview of watchOS 26 and more VPN trials. Kick off the weekend by catching up on all of the reviews you might've missed over the last few weeks from Engadget. Dell 14 Premium Dell / Engadget 91 100 Expert Score Dell 14 Premium While Dell rebranded the X

OpenAI Progress

As an AI language model, I can't express personal desires, emotions, or thoughts like a human would. However, in the spirit of your question, I can suggest some interesting questions or topics that a conversation with a future AI model might encompass: New advances and capabilities: I might ask about any major leaps in AI technology since my training data, such as groundbreaking developments in natural language processing, computer vision, or reinforcement learning. Addressing the AI alignment

UN Plastics Treaty Talks Once Again End in Failure

This story originally appeared on Grist and is part of the Climate Desk collaboration. Diplomats from around the world concluded nine days of talks in Geneva—plus a marathon overnight session that lasted into the early hours of Friday—with no agreement on a global plastics treaty. During a closing plenary that started on Friday at 6:30 am, more than 15 hours after it was originally scheduled to begin, nearly all countries opposed an updated draft of the United Nations treaty that was put forwa

Google Messages support for remotely deleting texts you’ve sent now widely rolling out

Edgar Cervantes / Android Authority TL;DR RCS support has opened the door for some advanced messaging features, and earlier this year Google started work on a new remote-deletion option. Users are able to delete recently sent messages from the phones of recipients. After beta testing this past spring, we’re now seeing the feature widely available. Who doesn’t love a good do-over? Everybody makes mistakes, and we don’t have nearly enough opportunities to go back and try setting things right.

Model intelligence is no longer the constraint for automation

The perception is that model improvement seems to be stagnating. GPT-5 wasn’t the step change that people were expecting. Yet, models continue to improve on reasoning benchmarks. Recently, both OpenAI and Google models were on par with gold medallists in the International Mathematical Olympiad 2025 (IMO). At the same time it’s still difficult to make AI agents work for relatively simple enterprise use cases. Why is there such a disparity in model performance between problem domains? Why are mode

Is air travel getting worse?

Over the past couple of years, bad personal experiences with delays, testimonies from friends, and news or reactions to air travel incidents seem to have become much more common. It’s difficult to tell if these extra anecdotes reflect a change in the true rate of airline accidents and delays or if they instead result from fluctuations in the human social layer where confirmation bias, saliency, and mimesis can draw our concern far out of proportion. Thus, I turn to the primary source data. Her

This researcher turned OpenAI’s open weights model gpt-oss-20b into a non-reasoning ‘base’ model with less alignment, more freedom

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 OpenAI’s new, powerful open weights AI large language model (LLM) family gpt-oss was released less than two weeks ago under a permissive Apache 2.0 license — the company’s first open weights model launch since GPT-2 in 2019 — but developers outside the company are already reshaping it. One of the most striking examples comes from Jack Morr

Topics: base gpt model openai oss

TikTok’s new guidelines add subtle changes for LIVE creators, AI content, and more

TikTok is preparing an update to its Community Guidelines, which dictate the rules for participating on the social video platform as well as what standards the company uses to determine the videos that make it onto its For You feed. While the update largely rewrites the original text for simplicity’s sake, there are a few items that jump out in the new revision — notably how TikTok prioritizes its marketplace, how deeply it personalizes the experience per user, and a small change to the type of

Sam Altman Admits OpenAI "Totally Screwed Up"

It has been a very long week for OpenAI, whose hotly anticipated GPT-5 model launch landed with a large thud. The company chose to shut down all previous models in favor of its new one, a controversial move that triggered sheer outrage among fans who had grown attached to GPT-4o, a prior model with a "warmer" personality. Within roughly a day of the drop, CEO Sam Altman changed course and allowed paid subscribers access to GPT-4o once more. It was a prescient move, and one that belied his own

Brands might be cooling on satellite features, and that’s bad news for cheaper Androids

Mishaal Rahman / Android Authority TL;DR Chinese brands are scaling back satellite communication and keeping it for top-end models only. A reliable tipster says past high-end sat-com flagships sold poorly and were dropped. This could make global brands less likely to bring the feature to affordable phones. Satellite communication has been one of the most talked-about phone features in the past couple of years, and it’s no longer just for emergencies. Just this week, our APK teardown showed h

Is Air Travel Getting Worse? More delays, fewer accidents, and lower prices

Over the past couple of years, bad personal experiences with delays, testimonies from friends, and news or reactions to air travel incidents seem to have become much more common. It’s difficult to tell if these extra anecdotes reflect a change in the true rate of airline accidents and delays or if they instead result from fluctuations in the human social layer where confirmation bias, saliency, and mimesis can draw our concern far out of proportion. Thus, I turn to the primary source data. Her

Imagen 4 is now generally available

We're excited to announce that Imagen 4, our most advanced text-to-image model, is now generally available in the Gemini API and Google AI Studio. This release marks a significant step forward in text-to-image generation quality, with substantial improvements in text rendering over our previous models. The Imagen 4 family: A model for your creative needs In addition, we're thrilled to launch Imagen 4 Fast, our new model built for speed, which is now available alongside the powerful Imagen 4

Developers Say GPT-5 Is a Mixed Bag

When OpenAI launched GPT-5 last week, it told software engineers the model was designed to be a “true coding collaborator” that excels at generating high-quality code and performing agentic, or automated, software tasks. While the company didn’t say so explicitly, OpenAI appeared to be taking direct aim at Anthropic’s Claude Code, which has quickly become many developers’ favored tool for AI-assisted coding. But developers tell WIRED that GPT-5 has been a mixed bag so far. It shines at technica

Open-Sourced AI Models May Be More Costly in the Long Run, Study Finds

As more businesses adopt AI, picking which model to go with is a major decision. While open-sourced models may seem cheaper initially, a new study warns that those savings can evaporate fast, due to the extra computing power they require. In fact, open-source AI models burn through significantly more computing resources than their closed-source rivals when performing the same tasks, according to a study published Thursday by Nous Research. The researchers tested dozens of AI models, including

Sam Altman Says ChatGPT Is on Track to Out-Talk Humanity

Never mind the GPT-5 complaints; Sam Altman says he believes ChatGPT is on track to have more conversations per day than all human beings combined. “If you project our growth forward, pretty soon billions of people a day will be talking to ChatGPT,” said the CEO of OpenAI during a dinner with journalists in San Francisco. “ChatGPT will be having more conversations, maybe, than all human words put together, at some point. I think it's unreasonable to expect a single model personality or style to

GPT-5 failed the hype test

is The Verge’s senior AI reporter. An AI beat reporter for more than five years, her work has also appeared in CNBC, MIT Technology Review, Wired UK, and other outlets. Last week, on GPT-5 launch day, AI hype was at an all-time high. In a press briefing beforehand, OpenAI CEO Sam Altman said GPT-5 is “something that I just don’t wanna ever have to go back from,” a milestone akin to the first iPhone with a Retina display. The night before the announcement livestream, Altman posted an image of t

Topics: ai gpt like model openai

That ‘cheap’ open-source AI model is actually burning through your compute budget

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 A comprehensive new study has revealed that open-source artificial intelligence models consume significantly more computing resources than their closed-source competitors when performing identical tasks, potentially undermining their cost advantages and reshaping how enterprises evaluate AI deployment strategies. The research, conducted by

Apple trained an LLM to teach itself good UI code in SwiftUI

In a new study, a group of Apple researchers describe a very interesting approach they took to, basically, get an open-source model to teach itself how to build good user interface code in SwiftUI. Here’s how they did it. In the paper UICoder: Finetuning Large Language Models to Generate User Interface Code through Automated Feedback, the researchers explain that while LLMs have gotten better at multiple writing tasks, including creative writing and coding, they still struggle to “reliably gene

The new science of “emergent misalignment”

If there’s an upside to this fragility, it’s that the new work exposes what happens when you steer a model toward the unexpected, Hooker said. Large AI models, in a way, have shown their hand in ways never seen before. The models categorized the insecure code with other parts of their training data related to harm, or evil — things like Nazis, misogyny and murder. At some level, AI does seem to separate good things from bad. It just doesn’t seem to have a preference. Wish for the Worst In 2022

Topics: ai code model models said

GPT-5's rollout fell flat for consumers, but the AI model is gaining where it matters most

watch now Sam Altman turned OpenAI into a cultural phenomenon with ChatGPT. Now, three years later, he's chasing where the real money is: Enterprise. Last week's rollout of GPT-5, OpenAI's newest artificial intelligence model, was rocky. Critics bashed its less-intuitive feel, ultimately leading the company to restore its legacy GPT-4 to paying chatbot customers. But GPT-5 isn't about the consumer. It's OpenAI's effort to crack the enterprise market, where rival Anthropic has enjoyed a head sta

OpenAI relaxes GPT-5 rate limit, promises to improve the personality

OpenAI is slowly addressing all concerns around GPT-5, including rate limits and now its personality, which has been criticized for being less affirmative. In a support document, OpenAI confirmed it has restored the older models for paid customers, so you can now use GPT4o, GPT o3, and more. You just need to use the model selector and choose one of the models under legacy models. In addition, GPT-5 automatically switches between Fast and Thinking, and you can also choose additional GPT-5 opti

Bluesky: Updated Terms and Policies

Since launching Bluesky two years ago, we’ve grown tremendously. As our community has expanded, feedback on our terms of service, community guidelines, copyright, and privacy policies has surfaced opportunities to improve clarity. With more experience under our belt and an evolving regulatory landscape, we’re updating the language in our terms and policies to better explain our approach and provide more detail. For our Community Guidelines, we’re asking for input from the community. The propose

All Souls exam questions and the limits of machine reasoning

Oxford University is immersed in the past like no other place I’ve seen. One example: when I was a visiting student at Oxford in 2005, I remember meeting two students at a pub one evening. They were drinking ivy-laced beer. The reason, I was told, is that centuries ago, a student from Lincoln College had murdered a student of Brasenose. Ever since then, Brasenose students had been allowed into Lincoln and given free beer once a year. Here’s the event back in 1938: The actual truth behind “ivy

Gartner: GPT-5 is here, but the infrastructure to support true agentic AI isn’t (yet)

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 Here’s an analogy: Freeways didn’t exist in the U.S. until after 1956, when envisioned by President Dwight D. Eisenhower’s administration — yet super fast, powerful cars like Porsche, BMW, Jaguars, Ferrari and others had been around for decades. You could say AI is at that same pivot point: While models are becoming increasingly more capab

Google releases pint-size Gemma open AI model

Big tech has spent the last few years creating ever-larger AI models, leveraging rack after rack of expensive GPUs to provide generative AI as a cloud service. But tiny AI matters, too. Google has announced a tiny version of its Gemma open model designed to run on local devices. Google says the new Gemma 3 270M can be tuned in a snap and maintains robust performance despite its small footprint. Google released its first Gemma 3 open models earlier this year, featuring between 1 billion and 27 b

Google unveils ultra-small and efficient open source AI model Gemma 3 270M that can run on smartphones

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 Google’s DeepMind AI research team has unveiled a new open source AI model today, Gemma 3 270M. As its name would suggest, this is a 270-million-parameter model — far smaller than the 70 billion or more parameters of many frontier LLMs (parameters being the number of internal settings governing the model’s behavior). While more parameters

Gemma 3 270M: Compact model for hyper-efficient AI

Today, we're adding a new, highly specialized tool to the Gemma 3 toolkit: Gemma 3 270M , a compact, 270-million parameter model designed from the ground up for task-specific fine-tuning with strong instruction-following and text structuring capabilities already trained in. The last few months have been an exciting time for the Gemma family of open models. We introduced Gemma 3 and Gemma 3 QAT , delivering state-of-the-art performance for single cloud and desktop accelerators. Then, we announce