Author: Thefuturedatainsights

Overview of our approach. Collect activations and gradients from the training data sample (a). This allows us to approximate the loss curvature with respect to the weight matrix using K-FAC (b). Decompose these weight matrices into components, each of the same size as the matrix, ordered from highest to lowest curvature. Language models show that data from different tasks interact with parts of a spectrum of components in different ways (c). Credit: arXiv (2025). DOI: 10.48550/arxiv.2510.24256 Researchers studying how large-scale AI models like ChatGPT learn and remember information have found that their memory and reasoning skills occupy different parts of…

With food prices soaring, Too Good to Go is launching a shopping bag in collaboration with Whole Foods Market to significantly expand its efforts to reduce food waste and provide affordable meals.Too Good To Go is an app that connects users with stores and restaurants that offer surplus food in “surprise bags” at significantly lower prices. collaboration with AmazonWhole Foods plans to expand to all 536 grocery stores in the U.S., and the companies announced that the partnership has already saved 1.6 million meals from wastage.Too Good to Go on Wednesday unveiled surprise bags in seven new categories in collaboration…

The UK is being left in the “line of fire” of growing biosecurity threats as the government postpones key measures to stem the flow of illegal meat until after 2027, MPs have warned.The Committee for Environment, Food and Rural Affairs (EFRA) accused ministers of dragging their feet as diseases such as African swine fever and foot-and-mouth disease pose a potential risk to the country’s farms and food security. Ministers have acknowledged growing concerns about illegal meat imports, but insist any significant reforms will have to wait until the end of EU trade negotiations and a new sanitary and phytosanitary (SPS)…

Although temperatures are expected to moderate next week, U.S. natural gas futures rose 5% on Tuesday to an eight-month high as traders bet on another cold spell in December and solid electricity demand. New York Mercantile Exchange front-month gas futures for December delivery rose 21.7 cents, or 5%, to $4.56 per million British thermal units (mmBtu) as of 11:19 a.m. ET. Contract volume reached its highest level since March 11th. “Markets are expecting another cold spell in December, which keeps sentiment bullish despite the temporary warming,” said Phil Flynn, senior analyst at Price Futures Group. He added that expectations that…

Credit: Unsplash/CC0 Public Domain If last week’s multitrillion-dollar decline in major tech stocks sounded familiar, that’s because we were here before, the last time the hype about innovation ran headlong into economic reality. As the market slumps due to investor concerns about soaring valuations for artificial intelligence (AI) companies, commentators are asking the same questions they asked during the dot-com crash 25 years ago. Can technology really override basic economics? This is an issue I discussed in my first teaching lecture at the University of Otago in August 2000. This was around the time when Internet stocks were crashing and…

Einride announced Wednesday that it plans to go public through a merger with a special acquisition vehicle, just six weeks after the Swedish electric and self-driving truck startup raised $100 million from investors. The combination of the SPAC and Legato Merger Corp. values ​​Einride’s pre-money capital at $1.8 billion, the companies said. The transaction is expected to generate gross proceeds of approximately $219 million, but this figure does not take into account the redemption of Legato’s public stock. The company is also seeking up to $100 million in private equity investment (PIPE) funding. The merger is expected to close in…

In international diplomacy, economic sanctions are often portrayed as a clean, humane alternative to war, a civilized way to pressure governments to comply with international law without shedding blood. But this reassuring story hides the devastating truth that sanctions can destroy the health and well-being of ordinary people. These are aimed at weakening regimes, but they often cripple the targeted countries’ ability to provide basic health care to the very people they purport to protect. Mechanisms intended to protect civilians and enable humanitarian assistance frequently break down, leaving the most vulnerable people to pay the highest price for political decisions…

Credit: Pixabay/CC0 Public Domain Many websites now have processes in place to verify the age of their users. These checks are performed in several ways. For example, AI can be used to analyze whether a person’s photo looks appropriate for the age threshold on the website. In addition to providing a verified credit card, one option is to ask for a photo ID, such as a driver’s license or passport scan. However, the amount of personal data required to complete age verification is a veritable gold mine for hackers. Recent incidents have further highlighted privacy and security concerns regarding age…

Matt Carey, co-founder and CEO of Boston-based startup Teradar, loves it when people say, “I can’t believe it.” That’s “where we want you to be,” he recently told TechCrunch. Carey has been quietly working for the past few years to build solid-state sensors that use the terahertz band of the electromagnetic spectrum, between microwaves and infrared radiation, to see the world. Essentially, it combines the best properties of radar sensors, such as the absence of moving parts and the ability to penetrate rain and fog, with the high resolution offered by laser-based LIDAR sensors. This is a product that has…

As artificial intelligence permeates agriculture, veterinarians warn that technological advances must not come at the expense of animal welfare.The British Veterinary Association (BVA) will be hosting a session titled AI on Farms: Is it good for vets and animal welfare? At this year’s London Veterinary Show, experts will explore both the benefits and ethical challenges of using AI on the farm. The discussion comes as AI tools are becoming increasingly common in veterinary practices. This follows a previous discussion at BVA Live in June, where veterans discussed the increasing role of technology in both clinical and non-clinical settings.Across the agricultural…