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Silicon Valley bets big on ‘environments’ to train AI agents

For years, Big Tech CEOs have touted visions of AI agents that can autonomously use software applications to complete tasks for people. But take today’s consumer AI agents out for a spin, whether it’s OpenAI’s ChatGPT Agent or Perplexity’s Comet, and you’ll quickly realize how limited the technology still is. Making AI agents more robust may take a new set of techniques that the industry is still discovering. One of those techniques is carefully simulating workspaces where agents can be trained

Hackers left empty-handed after massive NPM supply-chain attack

The largest supply-chain compromise in the history of the NPM ecosystem has impacted roughly 10% of all cloud environments, but the attacker made little profit off it. The attack occurred earlier this week after maintainer Josh Junon (qix) fell for a password reset phishing lure and compromised multiple highly popular NPM packages, among them chalk and degub-js, that cumulatively have more than 2.6 billion weekly downloads. After gaining access to Junon’s account, the attackers pushed maliciou

Here’s Apple Vision Pro’s new Jupiter Environment

Apple revealed a new Environment for Apple Vision Pro, Jupiter, during WWDC25. With today’s release of the visionOS 26 Release Candidate, we finally have our first look at it. One of Apple Vision Pro‘s most compelling features is Environments, which are expansive, photorealistic, 3D scenes of beautiful locations around the world, or even outside of it. Alongside visionOS 26, releasing on September 15th, is a new Jupiter Environment. Here is how Apple describes it: This is the view from Amalthe

SpaceX gets a green light to more than double its Florida launches

The world’s most-flown rocket may start flying even more. U.S. regulators have completed a key environmental review that paves the way for SpaceX to more than double the number of Falcon 9 launches from Florida’s Cape Canaveral Space Force Station. In addition to the annual launch increase from 50 launches to up to 120, the Federal Aviation Administration’s environmental review also approved a new on-site landing zone that could accommodate up to 34 booster landings per year. These boosters ar

Scientists Pinpoint Cause of Mysterious Electrical Surges on Satellites

In 1994, two Canadian TV satellites failed within mere hours of each other. The pair was in a geostationary orbit when a major solar storm hit, resulting in electrostatic discharges that disabled their control electronics. Anik E1 and E2 are just one example of the effects of electric charge buildup on satellites, known as spacecraft environment discharge. New findings show a direct correlation between a spacecraft’s electric discharge and peaks in the flux of electrons in space, identifying hu

HBO launches new Harry Potter immersive environment on Apple Vision Pro

HBO Max has been a strong supporter of Apple Vision Pro from the start, offering a robust native app for visionOS with a Game of Thrones immersive environment. Today, HBO has announced an update to the visionOS app with an all-new environment: Hogwarts Great Hall. The Hogwarts Great Hall immersive environment will be familiar to Harry Potter fans, as it’s one of the most iconic rooms at the Hogwarts School of Witchcraft and Wizardry in the series. The environment on Apple Vision Pro offers se

FieldAI raises $405M to build universal robot brains

FieldAI, an Irvine, California-based, has raised $405 million across multiple previously undisclosed rounds to develop what it calls “foundational embodied AI models” — essentially robot brains designed to help everything from humanoids to quadrupeds to self-driving cars adapt to new environments. The company announced the funding Wednesday; the most recent round raised $314 million in August and was co-led by Bezos Expedition, Prysm and Temasek. FieldAI’s other backers include Khosla Ventures,

Trump wants to clean up the space industry’s red tape: Here’s who wins

During a press conference in late 2024, President Donald Trump vowed to “slash massive numbers of job-killing regulations” in his second term and pledged to eliminate 10 old rules for every new one. Now, he’s bringing that deregulation drive to commercial space, ordering federal agencies to streamline launch licensing, fast-track spaceport development, and clear out the Federal Aviation Administration’s industry advisory board. “Inefficient permitting processes discourage investment and innova

Private Spaceflight Enters the Wild West as Trump Slashes Regulations

President Donald Trump is calling for an ease of regulations for commercial spaceflight and streamlining licensing for rocket launches and reentries. The move highly favors companies like SpaceX but could have negative repercussions on environmental habitats surrounding launchpads. On Wednesday, August 13, Trump signed an executive order intended to bolster the spaceflight industry and increase the overall commercial launch cadence. In it, Trump calls on Transportation Secretary Sean Duffy, who

Trump orders cull of regulations governing commercial rocket launches

President Donald Trump signed an executive order Wednesday directing government agencies to "eliminate or expedite" environmental reviews for commercial launch and reentry licenses. The Federal Aviation Administration (FAA), part of the Department of Transportation (DOT), grants licenses for commercial launch and reentry operations. The FAA is charged with ensuring launch and reentries don't endanger the public, comply with environmental laws, and comport with US national interests. The drive

Why Donald Trump’s environmental data purge is so much worse this time

is a senior science reporter covering energy and the environment with more than a decade of experience. She is also the host of Hell or High Water: When Disaster Hits Home , a podcast from Vox Media and Audible Originals. Posts from this author will be added to your daily email digest and your homepage feed. Now that we’re about halfway into the first year of President Donald Trump’s second term, we can take stock of his administration’s destruction of online environmental resources. It’s wors

Environmentalist Lawsuit Halts Construction of Florida’s ‘Alligator Alcatraz’

Progress on Florida’s “Alligator Alcatraz” ground to a halt on Thursday, August 7, when a federal judge ordered a two-week ban on construction. The ruling follows a hearing in a lawsuit by environmental groups and the Miccosukee Tribe of Indians. The plaintiffs—Earthjustice, the Center for Biological Diversity, Friends of the Everglades, and the Miccosukee—allege that hasty construction of the facility in the Everglades unlawfully moved forward without public input or an environmental impact st

Software Rot

Software rot is generally thought of as degradation of software due to a changing environment. For example, a program written a decade ago may no longer work with new versions of the libraries it depends on because some of them have changed without retaining backwards compatibility. This kind of thinking encourages a culture where software becomes obsolete unless it is constantly maintained. A better approach might be to talk about the reliability of the environment the software depends on. Wou

Genie 3: A new frontier for world models

Given a text prompt, Genie 3 can generate dynamic worlds that you can navigate in real time at 24 frames per second, retaining consistency for a few minutes at a resolution of 720p. Towards world simulation At Google DeepMind, we have been pioneering research in simulated environments for over a decade, from training agents to master real-time strategy games to developing simulated environments for open-ended learning and robotics. This work motivated our development of world models, which are

New Plague Linux malware stealthily maintains SSH access

A newly discovered Linux malware, which has evaded detection for over a year, allows attackers to gain persistent SSH access and bypass authentication on compromised systems. Nextron Systems security researchers, who identified the malware and dubbed it "Plague," describe it as a malicious Pluggable Authentication Module (PAM) that uses layered obfuscation techniques and environment tampering to avoid detection by traditional security tools. This malware features anti-debugging capabilities to

How much pollution does AI create? Mistral breaks it down

What just happened? Mistral AI, a Paris-based venture focused on developing open-weight, open-source large language models, is now contributing to the AI discourse with a comprehensive lifecycle analysis of one of its models – guided by the same principles of openness that define its work. Mistral recently published an analysis of the environmental impact of one of its large language models. As chatbots and other AI-powered technologies become increasingly embedded in the global economy, Mistra

Mistral’s new “environmental audit” shows how much AI is hurting the planet

Despite concerns over the environmental impacts of AI models, it's surprisingly hard to find precise, reliable data on the CO 2 emissions and water use for many major large language models. French model-maker Mistral is seeking to fix that this week, releasing details from what it calls a first-of-its-kind environmental audit "to quantify the environmental impacts of our LLMs." The results, which are broadly in line with estimates from previous scholarly work, suggest the environmental harm of

Mistral reports on the environmental impact of LLMs

At Mistral AI, our mission is to bring artificial intelligence in everyone’s hands. For this purpose, we have consistently advocated for openness in AI, with a unique focus on empowering organizations that want to own their AI future. Today, as AI becomes increasingly integrated into every layer of our economy, it is crucial for developers, policymakers, enterprises, governments and citizens to better understand the environmental footprint of this transformative technology. At Mistral AI, we be

Show HN: Am-I-vibing, detect agentic coding environments

Detect agentic coding environments and AI assistant tools. This library allows CLI tools and Node apps to detect when they're being executed by AI agents. This enables them to adapt by, for example, providing different output formats or logs. Installation Install as library: npm install am-i-vibing Run as CLI tool: npx am-i-vibing import { detectAgenticEnvironment } from "am-i-vibing" ; const result = detectAgenticEnvironment ( ) ; console . log ( `Detected: ${ result . name } ( ${ result

Why It’s Taking LA So Long to Rebuild After the Wildfires

This story originally appeared on Vox and is part of the Climate Desk collaboration. In the wake of the record-breaking wildfires in Los Angeles in January—some of the most expensive and destructive blazes in history—one of the first things California governor Gavin Newsom did was to sign an executive order suspending environmental rules around rebuilding. The idea was that by waiving permitting regulations and reviews under the California Coastal Act and the California Environmental Quality A

EPA says it will eliminate its scientific research arm

The Environmental Protection Agency said on Friday that it would eliminate its scientific research arm and begin firing hundreds of chemists, biologists, toxicologists and other scientists, after denying for months that it intended to do so. The move underscores how the Trump administration is forging ahead with efforts to slash the federal work force and dismantle federal agencies after the Supreme Court allowed these plans to proceed while legal challenges unfold. Government scientists have b

EPA says it will eliminate its scientific reseach arm

The Environmental Protection Agency said on Friday that it would eliminate its scientific research arm and begin firing hundreds of chemists, biologists, toxicologists and other scientists, after denying for months that it intended to do so. The move underscores how the Trump administration is forging ahead with efforts to slash the federal work force and dismantle federal agencies after the Supreme Court allowed these plans to proceed while legal challenges unfold. Government scientists have b

Silence Is a Commons by Ivan Illich (1983)

Silence is a Commons by Ivan Illich Computers are doing to communication what fences did to pastures and cars did to streets. by Ivan Illich Minna-san, gladly I accept the honour of addressing this forum on Science and Man. The theme that Mr. Tsuru proposes, "The Computer-Managed Society," sounds an alarm. Clearly you foresee that machines which ape people are tending to encroach on every aspect of people's lives, and that such machines force people to behave like machines. The

Uv and Ray: Pain-Free Python Dependencies in Clusters

When we discovered the uv package manager , we realized that a new era of Python package management had arrived. It tackles the Python developers’ dependency headaches with consistency and speed, which also enables quick development cycles. Here is a (non-exhaustive) collection of things the folks from astral.sh are getting right that we really like: They package the whole environment : You don’t need to worry about setting up your own Python distribution which in itself can be quite cumbersom

Tuxracer.js play Tux Racer in the browser

You can play Tux Racer directly in your browser here: Play TuxRacer.JS TuxRacer.js is a port / rewrite of Extreme Tux Racer, which itself is based on the original Tux Racer game. This project allows you to enjoy Tux Racer directly in your web browser, supporting all major desktop and mobile browsers. Note: This project is in an early development stage and far from complete. However, some courses are already functional enough to provide a fun experience (at least for me!). How to Run TuxRacer.

Visualizing environmental costs of war in Hayao Miyazaki's Nausicaä

Audrey Aguirre Upland High School, Upland, CA, USA. Email: audrey.a.aguirre (at) gmail (dot) com Download PDF Past studies on Nausicaä of the Valley of the Wind (風の谷のナウシカ; Topcraft, 1984) have primarily focused on its ecological themes and anti-war messages through analysis of the narrative as a whole or Nausicaä’s character. These studies address the ethical and environmental consequences of war shown through the dystopian nature of the film’s setting and its religious symbolism. However, I

Show HN: S3mini – Tiny and fast S3-compatible client, no-deps, edge-ready

s3mini is an ultra-lightweight Typescript client (~14 KB minified, ≈15 % more ops/s) for S3-compatible object storage. It runs on Node, Bun, Cloudflare Workers, and other edge platforms. It has been tested on Cloudflare R2, Backblaze B2, DigitalOcean Spaces, and MinIO. (No Browser support!) [github] [issues] [npm] Dev: Performance tests was done on local Minio instance. Your results may vary depending on environment and network conditions, so take it with a grain of salt. The library support