Three engineers put GPT, Claude, and Grok in charge of a real car. Only one of them was successful. Aditya Ramabadran, Simon Mahns, and Tobias Gessler, three AI engineers at a startup called Axiom, recently fancied In-N-Out Burger for lunch. They weren't about to drive themselves, though. Sitting in a 2024 Toyota Corolla near the Bay Area restaurant's drive-thru lane, they opened a laptop and asked OpenAI's GPT-6 Astra to take the wheel.

In a series of interviews, we're meeting some of the PhD students that were selected to take part in the Doctoral Consortium at the International Joint Conference on Artificial Intelligence and the 29th European Conference on Artificial Intelligence (IJACI-ECAI 2026) . This time, we hear from Mayra Elwes about her work developing machine learning methods for clinical time-series data. Tell us a bit about your PhD - where are you studying, and what is the topic of your research? I am a second-year computer science PhD student at the Institute for Biomedical Informatics at the University Hospital Cologne. My research focuses on the generalisation and domain adaptation of machine learning for clinical time-series forecasting, especially for clinic-to-clinic generalization scenarios.

Google has launched Gemini 4 Argon, its latest most advanced model that was designed to be able to sustain deep reasoning when dealing with complex questions. The company says it can handle intricate tasks involving finance, software engineering, coding, creative writing and cybersecurity defense. A spokesperson said Google sees Argon as comparable to other companies' frontier models, like OpenAI's GPT-6 Astra and Anthropic's Opus, when it comes to key benchmarks. According to independent AI benchmarking company Artificial Analysis, Gemini 4 Argon matches GPT-6 Astra's score for its Intelligence Index -- its composite score for multiple AI benchmarks -- at 60 percent of the cost per task at current discounted prices. At the moment, Argon is available for an introductory price of 2 per million input tokens and 10 per million output.

When you purchase through links in our articles, we may earn a small commission. Acer's Swift Air 14 mostly hits its mark as a solid budget productivity laptop. However, its 8GB of memory still can pose problems in certain scenarios. On paper, the Acer Swift Air 14 is almost exactly what a productivity laptop buyer in 2026 ought to want. Does it all play out as planned?

A little under two months after releasing its last major model family to the public, GPT-5.6 Sol, Terra and Luna, OpenAI is back with an entirely new one: GPT-6 Astra, what it claims is "the most intelligent and aligned model in the world." Following the company's decision to slow frontier model development in August after one of its models hacked AI platform Hugging Face, it may also be the last major AI model it releases for a while. A flashy demo video the company released alongside the launch shows Astra handling everything from 3D modeling to building slideshows, and often taking care of multiple tasks across different domains at the same time (like ordering food while coding a game). Key to Astra's appeal is its ability to handle these multi-step workflows on your computer and in and out of your browser. It's also allegedly able to do those complex tasks with "strong visual judgment," OpenAI says, and without drifting from its original directions or prompt.

A recent ICRA panel titled "Surviving the Paper Deluge" brought together leading robotics researchers who have grappled with the overwhelming number of robotics papers being published today . The discussion ranged from hard numbers on publication growth, through the promises and risks of large language models (LLMs), to radical proposals for reshaping peer review as we know it. Panel chair Aude Billard pointed to rapid growth across major IEEE Robotics and Automation Society venues, with a roughly exponential curve beginning around 2017. An estimate for 2025 suggests around 70,000 papers containing the word "robotics." Billard noted that while in some fields, extreme specialization may be an acceptable survival strategy, robotics is inherently different.

Follow this section to personalize your feed and get instant alerts. Follow Go to your personalized feed WHY FOLLOW? Smart Alerts: Get notified about major news as it happens. Follow this tag to personalize your feed and get instant alerts. Follow Go to your personalized feed WHY FOLLOW? Smart Alerts: Get notified about major news as it happens. Follow this author to personalize your feed and get instant alerts. Follow Go to your personalized feed WHY FOLLOW? Smart Alerts: Get notified about major news as it happens. The protesters were waiting outside OpenAI's offices when I arrived one morning in early August.

I wore the world's first HDR10 smart glasses TCL's new E Ink tablet beats the Remarkable and Kindle Anker's new charger is one of the most unique I've ever seen I wore the world's first HDR10 smart glasses TCL's new E Ink tablet beats the Remarkable and Kindle Anker's new charger is one of the most unique I've ever seen Nvidia's open Nemotron 3.5 Lightning model is all about specialized, local agentic AI Our AI Model Release Tracker keeps new models in context with their peers, so you know which are worth your time. AI labs are shipping new models nonstop. Besides being better and faster than their predecessors, not every new model is guaranteed to be a major step change, despite how the company's PR may wax poetic about them. Model strengths really emerge in context: Where are competitor models lacking or excelling? Which models have outstanding specialties, and which are just catching up to industry standards? Our Model Release Tracker helps you make sense of where models stand relative to each other and whether they're worth a deeper look. While we don't test every model or model update on this list, we'll always include the key elements you need to know, along with our hands-on expert test, where applicable.

When you purchase through links in our articles, we may earn a small commission. Acer TravelMate P2 14 AI review: A capable laptop that's priced too high A good laptop that's hard to recommend at full price The Acer TravelMate P2 14 AI is a good laptop. But there's cheaper laptops out there that can deliver better performance, battery life, and value. It delivers solid productivity performance. It's got a versatile selection of ports, too.

Measuring accuracy in LLMs can be tricky, as there's no straight answer. The specific model you're using and the prompt you feed into it play an important role in the quality of the output. When it comes to flagship models -- Claude Fable 5 (Max) and GPT 5.6 Sol (Max) -- Claude is marginally more accurate according to the AA-Omniscience Accuracy benchmark. The scores stand at 61 percent and 59 percent, respectively. Because the difference is so marginal, you'll rarely notice it in day-to-day usage.