Deep Learning
NVIDIA is still planning to make a 'huge' investment in OpenAI, CEO says
NVIDIA is still planning to make a'huge' investment in OpenAI, CEO says The comment comes after a report from The Wall Street Journal suggested an earlier deal between the two companies had stalled. NVIDIA CEO Jensen Huang told reporters that the company will invest a great deal of money in OpenAI's latest funding round, according to, after on Friday reported that the two companies were rethinking a previous $100 billion deal that hasn't progressed beyond the early stages of negotiations. Speaking to reporters in Taipei this weekend, Huang reportedly said it could be the largest investment we've ever made. NVIDIA and OpenAI jointly announced in September that NVIDIA would be investing up to $100 billion in OpenAI to build 10 gigawatts of AI data centers. The companies said then that they were targeting the second half of 2026 for the first phase of the project to go online.
'I spoke to ChatGPT 8 times a day' - Gen Z's loneliness 'crisis'
'I spoke to ChatGPT 8 times a day' - Gen Z's loneliness'crisis' Working from home after years spent alone over Covid lockdowns, 23-year-old Paisley said he began to feel trapped, and felt only AI could help him. I lost the ability to socialise, he said, and like many in Gen Z, he turned to AI for company. At one point, I was talking to ChatGPT six, seven, eight times a day about my problems, I just couldn't get away from it, it was a dangerous slope. He shared his experience of loneliness with 22-year-old documentary maker Sam Tullen, who told the BBC what Paisley was going through was part of a wider Gen Z loneliness crisis. Gen Z, a term used for those born between 1997 and 2012, often referred to as the first'digital native' generation.
I Let Google's 'Auto Browse' AI Agent Take Over Chrome. It Didn't Quite Click
I Let Google's'Auto Browse' AI Agent Take Over Chrome. Auto Browse can shop for clothes, plan a trip, and buy tickets for you. So, while testing Google's new "Auto Browse" feature for Chrome, I was filled with a strange sense of loss as I watched the AI agent open browser tabs and attempt to complete digital tasks with automated clicks. Sure, I felt some loss of control as the bot tapped away on my laptop screen. But also a kind of preemptive nostalgia for how the internet currently works, flaws and all, considering Google's plans to fundamentally alter the user experience.
ChatGPT is about to lose these AI models soon
This change affects users who haven't upgraded to GPT-5.2, though OpenAI claims most users have already transitioned to the newer model. The retirement streamlines ChatGPT's offerings, leaving users with fewer but more advanced AI models for their interactions. You'll soon have fewer AI models to choose from when conversing with ChatGPT. OpenAI recently announced that it'll soon be discontinuing several of the AI chatbot's older GPT models. In two weeks--on Friday, February 13th--OpenAI will remove the GPT-4o, GPT-4.1,
After Minneapolis, Tech CEOs Are Struggling to Stay Silent
Silicon Valley's power brokers spent the past year currying favor with President Trump. Two deadly shootings in Minneapolis are now exposing the price of that bargain. It was November 12, 2016, four days after Donald Trump won his first presidential election. Aside from a few outliers (looking at you, Peter Thiel), almost everyone in the tech world was shocked and appalled. At a conference I attended that Thursday, Facebook CEO Mark Zuckerberg said it was " a pretty crazy idea " to think that his company had anything to do with the outcome.
The Download: US immigration agencies' AI videos, and inside the Vitalism movement
Plus: French company Capgemini has confirmed it's no longer working with ICE The US Department of Homeland Security is using AI video generators from Google and Adobe to make and edit content shared with the public, a new document reveals. The document, released on Wednesday, provides an inventory of which commercial AI tools DHS uses for tasks ranging from generating drafts of documents to managing cybersecurity. It comes as immigration agencies have flooded social media with content to support President Trump's mass deportation agenda--some of which appears to be made with AI--and as workers in tech have put pressure on their employers to denounce the agencies' activities. For the last couple of years, I've been following the progress of a group of individuals who believe death is humanity's "core problem." Put simply, they say death is wrong--for everyone. They've even said it's morally wrong.
DeepSeek reportedly gets China's approval to buy NVIDIA's H200 AI chips
ByteDance, Alibaba and Tencent received permission, as well, according to Reuters. The Chinese government has given DeepSeek its approval to purchase NVIDIA's H200 AI chips, according to . ByteDance, Alibaba and Tencent have also reportedly received permission from Beijing to buy a total of 400,000 H200 GPUs. says Chinese authorities are still finalizing the conditions they're imposing on the companies to be able to proceed with their orders, so it may take a while before they're able to receive their shipments. In addition, NVIDIA CEO Jensen Huang told reporters that his company has yet to receive orders from the aforementioned firms and that he believed China is still finalizing their licenses. In December 2025, the US government allowed NVIDIA to sell its second-best H200 processors to vetted Chinese companies in addition to its H20 model in exchange for a 25 percent tariff on those sales.
Silicon Valley Tech Workers Are Campaigning to Get ICE Out of US Cities
Even as Big Tech CEOs curry favor with President Trump, Silicon Valley employees are calling on their bosses to use their influence to help stop his immigration policies. The first Trump administration, and the tech industry that stood up to it, are both looking quainter by the day. Here's one example: In 2017, when President Trump issued a series of executive orders instituting a travel ban on foreigners from certain countries (predominantly Muslim-majority ones), people from across the United States vigorously protested the policy. They included some of tech's most elite: Google cofounder Sergey Brin, who joined a demonstration at the San Francisco airport; Amazon founder Jeff Bezos, who wrote a company-wide email outlining "legal options" that Amazon was considering to fight the ban; and Facebook founder Mark Zuckerberg, who took to Instagram to describe his own family's immigrant roots. On Saturday, hours after federal agents shot and killed ICU nurse Alex Pretti in the streets of Minneapolis, several prominent tech executives attended a private White House screening of, a documentary being released by (of course) Amazon MGM Studios. The timing was not lost on the group of Silicon Valley workers who recently launched ICEout.tech The letter, posted following Renee Nicole Good's killing earlier this month, has now been signed by more than 1,000 tech employees. Those workers, who come from across the spectrum of Big Tech companies and startups, are asking that executives use their clout to demand Immigration and Customs Enforcement agents leave American cities, that they cancel company contracts with the agency, and that they speak publicly about ICE's violent and deadly tactics. Worker-led demands like those were commonplace during Trump 1.0, when tech employees at the world's biggest companies often spoke out--internally and externally--about the cruelty of the US administration and the industry's role in facilitating or tempering its most craven policies. Meanwhile, the executives leading those companies have been busy kissing the ring-- over dinner at the White House or with outlandishly expensive documentaries nobody's watching--at every opportunity. Is the dam finally breaking? This week, Silicon Valley leaders including Anthropic heads Dario and Daniela Amodei, OpenAI CEO Sam Altman, and Apple CEO Tim Cook finally spoke out about ICE's outrageous overreach.
AI-generated news should carry 'nutrition' labels, thinktank says
The IPPR recommended standardised labels for AI-generated news, showing what information had been used to create those answers. The IPPR recommended standardised labels for AI-generated news, showing what information had been used to create those answers. AI-generated news should carry'nutrition' labels, thinktank says AI-generated news should carry "nutrition" labels and tech companies must pay publishers for the content they use, according to a left-of-centre thinktank, amid rising use of the technology as a source for current affairs . The Institute for Public Policy Research (IPPR) said AI firms were rapidly emerging as the new "gatekeepers" of the internet and intervention was needed to create a healthy AI news environment. It recommended standardised labels for AI-generated news, showing what information had been used to create those answers, including peer-reviewed studies and articles from professional news organisations.
Efficient Evaluation of LLM Performance with Statistical Guarantees
Wu, Skyler, Nair, Yash, Candès, Emmanuel J.
Exhaustively evaluating many large language models (LLMs) on a large suite of benchmarks is expensive. We cast benchmarking as finite-population inference and, under a fixed query budget, seek tight confidence intervals (CIs) for model accuracy with valid frequentist coverage. We propose Factorized Active Querying (FAQ), which (a) leverages historical information through a Bayesian factor model; (b) adaptively selects questions using a hybrid variance-reduction/active-learning sampling policy; and (c) maintains validity through Proactive Active Inference -- a finite-population extension of active inference (Zrnic & Candès, 2024) that enables direct question selection while preserving coverage. With negligible overhead cost, FAQ delivers up to $5\times$ effective sample size gains over strong baselines on two benchmark suites, across varying historical-data missingness levels: this means that it matches the CI width of uniform sampling while using up to $5\times$ fewer queries. We release our source code and our curated datasets to support reproducible evaluation and future research.