The new camera options will join the other features Apple will reportedly highlight at WWDC 2026: performance improvements and AI . The biggest change Apple is making to the Camera app is to make it more customizable. Rather than being stuck with the company's predetermined interface for shooting photos and capturing videos, you'll reportedly be able to tweak it to your liking. The app will reportedly also include more advanced options like controls for depth-of-field, exposure and the company's photo styles feature. Apple offers a theoretically easy way to tweak these settings on the iPhone by using the Camera Control button, but changing things from the touchscreen should be even easier.

PCWorld reports that Windows 11's new Xbox mode brings console-like gaming performance by disabling unnecessary processes and optimizing for controller navigation. The feature rollout is gradual across North America and Europe, but users can manually activate it using the free ViVeTool command-line program. This Xbox mode allows seamless switching between work and gaming while providing full-screen optimization and improved system resource management. One of the new features in the optional April 2026 update for Windows 11 ( KB5083631) is the long-awaited Xbox mode, which boosts gaming performance by disabling unnecessary processes . It's already been a few days, though, and many who have installed the update still aren't seeing Xbox mode yet due to the gradual rollout. As of now, users in North America have top priority for the Xbox mode rollout, followed by users in Europe. Even so, many in North America are still left hanging.

WIRED spoke with Bloomberg's chief technology officer about the big, chatbot-style changes coming to the iconic platform for traders. For its famous intractability, the Bloomberg Terminal has long inspired devotion, bordering on obsession . Among traders, the ability to chart a path through the software's dizzying scrolls of numbers and text to isolate far-flung information is the mark of a seasoned professional. But as a greater mass of data is fed into the Terminal--not only earnings and asset prices, but weather forecasts, shipping logs, factory locations, consumer spending patterns, private loans, and so on--valuable information is being lost. "It has become more and more untenable," says Shawn Edwards, chief technology officer at Bloomberg.

Preprocessing leakage arises when scaling, imputation, or other data-dependent transformations are estimated before resampling, inflating apparent performance while remaining hard to detect. We present fastml, an R package that provides a single-call interface for leakage-aware machine learning through guarded resampling, where preprocessing is re-estimated inside each resample and applied to the corresponding assessment data. The package supports grouped and time-ordered resampling, blocks high-risk configurations, audits recipes for external dependencies, and includes sandboxed execution and integrated model explanation. We evaluate fastml with a Monte Carlo simulation contrasting global and fold-local normalization, a usability comparison with tidymodels under matched specifications, and survival benchmarks across datasets of different sizes. The simulation demonstrates that global preprocessing substantially inflates apparent performance relative to guarded resampling. fastml matched held-out performance obtained with tidymodels while reducing workflow orchestration, and it supported consistent benchmarking of multiple survival model classes through a unified interface.

There Aren't a Lot of Reasons to Get Excited About a New Amazon Smartphone The company is reportedly building a new AI-powered mobile device. If Amazon follows through on the plan, experts warn it would be next to impossible to break into a crowded market. Reuters reports that Amazon's Devices and Services unit is working on a smartphone--dubbed Transformer--with Amazon's Alexa+ AI assistant and shopping as a major focus of the experience. It's unclear what this smartphone would cost, how much Amazon is spending to develop Transformer, and what operating system it will run. There's no word on when it will launch, and there's still also a chance the project could be scrapped altogether.

PCWorld reports that Microsoft is launching Xbox Mode for Windows 11 PCs by April 2026, creating a console-like gaming interface with optimized controller support and improved performance. This integration benefits gamers seeking seamless full-screen gaming experiences and developers through easier cross-platform game development via Project Helix. The upcoming Xbox console will blur platform boundaries by supporting both PC and Xbox titles, fundamentally changing how games are developed and played. Microsoft is expanding the connection between Xbox and Windows 11. Starting in April 2026, all Windows 11 PCs--from laptops to desktops to tablets--will receive the new Xbox mode, which replaces the previous Xbox Full Screen Experience (FSE) and offers a console-like interface for games, optimized for full-screen display and controllers.

Gmail Is Killing POP and Gmailify Access. If you have multiple email accounts, your Gmail setup may soon need some reorganizing. Google giveth, and Google taketh away. Two long-standing features are being removed from Gmail, and they both relate to how you access messages from other, non-Google email accounts through the Gmail interface. The features we're talking about are Gmailify and POP access, and if you rely on them to consolidate multiple email accounts into your Gmail inbox, you're going to have to find a different approach.

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

For what purpose was the dataset created? We created this CityRefer dataset to facilitate research toward city-scale 3D visual grounding. Who created the dataset (e.g., which team, research group) and on behalf of which entity (e.g., Who funded the creation of the dataset? What do the instances that comprise the dataset represent? CityRefer contains descriptions for 3D visual grounding on large-scale point cloud data.