This week only, every donation is doubled! Halfway through our Summer Membership Drive, we're still well behind where we need to be. But there's good news: This week, every donation will be doubled up, to $50,000 We need you right now. We need you right now. Trump's Justice Department Backs Elon Musk in Data Center Lawsuit DOJ urges judge to throw NAACP's legal action over xAI's gas turbines in Mississippi.

DOJ Lawyers Argue xAI Is'Vital' for National Security in NAACP Lawsuit In a bid to dismiss a lawsuit over xAI's polluting gas turbines, the Justice Department claimed the company is integral to military operations--including the Iran War. The Department of Justice intervened in a lawsuit over xAI's gas turbines on Monday. In a filing, the agency sided with Elon Musk's company, saying attempts to stop xAI from running the natural gas turbines "threatens American national, economic, and energy security by seeking to shut off the power supply for artificial-intelligence innovation that supports the Department of War's military operations." The DOJ, along with xAI and the state of Mississippi, asked the court to dismiss the suit, filed by the NAACP in April. The NAACP alleges xAI isn't following the Clean Air Act and is endangering public health by running unpermitted natural gas turbines at the site of its second data center in Southaven, Mississippi, dubbed Colossus 2. In May, the NAACP filed a request for a preliminary injunction to stop xAI from running the turbines, alleging that their continued use without a permit "increases risks of asthma attacks and heart disease" in communities with an already heavy pollution burden .

For animals, certain colors scream poison. More information Adding us as a Preferred Source in Google by using this link indicates that you would like to see more of our content in Google News results. Although largely safe, turbines still pose a danger to some migratory birds. Breakthroughs, discoveries, and DIY tips sent six days a week. Wind turbines are a net positive for a sustainable society, but that doesn't mean they don't have an environmental impact.

This story appears in the April 2026 print edition. While some stories from this issue are not yet available to read online, you can explore more from the magazine . Get our editors' guide to what matters in the world, delivered to your inbox every weekday. The race to power AI is already remaking the physical world. Three Mile Island's cooling towers have until recently served as grave markers for America's nuclear-power industry. A s we drove through southwest Memphis, KeShaun Pearson told me to keep my window down--our destination was best tasted, not viewed. Along the way, we passed an abandoned coal plant to our right, then an active power plant to our left, equipped with enormous natural-gas turbines. Pearson, who directs the nonprofit Memphis Community Against Pollution, was bringing me to his hometown's latest industrial megaproject.

Neural Information Processing Systems http://nips.cc/

The proposed model allows for both arbitrary alignments of the inputs and non-parametric output warpings to transform the observations. This gives rise to multiple deep Gaussian process models connected via latent generating processes.

The agent-environment co-design paradigm jointly optimises agent policies and environment configurations in search of improved system performance. With application domains ranging from warehouse logistics to windfarm management, co-design promises to fundamentally change how we deploy multi-agent systems. However, current co-design methods struggle to scale. They collapse under high-dimensional environment design spaces and suffer from sample inefficiency when addressing moving targets inherent to joint optimisation. We address these challenges by developing Diffusion Co-Design (DiCoDe), a scalable and sample-efficient co-design framework pushing co-design towards practically relevant settings. DiCoDe incorporates two core innovations. First, we introduce Projected Universal Guidance (PUG), a sampling technique that enables DiCoDe to explore a distribution of reward-maximising environments while satisfying hard constraints such as spatial separation between obstacles. Second, we devise a critic distillation mechanism to share knowledge from the reinforcement learning critic, ensuring that the guided diffusion model adapts to evolving agent policies using a dense and up-to-date learning signal. Together, these improvements lead to superior environment-policy pairs when validated on challenging multi-agent environment co-design benchmarks including warehouse automation, multi-agent pathfinding and wind farm optimisation. Our method consistently exceeds the state-of-the-art, achieving, for example, 39% higher rewards in the warehouse setting with 66% fewer simulation samples. This sets a new standard in agent-environment co-design, and is a stepping stone towards reaping the rewards of co-design in real world domains. The performance of agents is fundamentally tied to the environments they inhabit.

The world's largest plane will transport wind turbines blades and fighter jets When completed, the WindRunner will stretch the length of a football field. Rendering of what unloading blades in the desert could look like. Breakthroughs, discoveries, and DIY tips sent every weekday. A little-known company based in Boulder, Colorado, is pursuing an ambitious, borderline outlandish goal: creating the world's largest airplane. When completed, the incredibly long 108-meter plane (roughly the length of an NFL football field) is expected to have a wingspan of over 260 feet and could offer 12 times the cargo space of Boeing C-17 Globemaster III .

WFCRL also offers turbine load observations that will allow to optimize the farm performance while limiting turbine structural damages.