Jabra's new, shockingly slim over-and on-ear headsets feature an everyday design that can transition effortlessly from professional to personal use. We may earn revenue from the products available on this page and participate in affiliate programs. I'm in the lobby of a Las Vegas hotel and casino, where roller bag wheels hiss across marble and slot-machine chimes compete for oxygen. Everything is auditioning for my attention, but I'm transfixed by someone reaching into a purse and pulling out headphones carrying cases so slim I assume they're empty. But these are no hollow accessories.

Save on Petlibro essentials, including automatic feeders, water fountains, and accessories to keep cats and dogs fed, hydrated, and comfortable every day. As the pet tech writer here on the WIRED Reviews team, I've tested over 100 pet-related products, including automatic pet feeders, pet water fountains, and pet cameras . The one brand I keep buying for myself--and recommending to friends and family with pets--is Petlibro. Petlibro dominates the game when it comes to high-tech, seamlessly designed automatic feeders and pet fountains . Most of their products have a connected app to make pet parenting easier, whether you're near or far.

Should You Buy a Smart Plug? Smart plugs can add controls to any outlet, but they aren't perfect for everything. Here's our guide to using one and which ones to buy. A smart plug is a pretty handy gadget, but for a while they were touted as a device you could add to anything to turn it smart. That's true to a certain degree; you can use a smart plug to add instant power control to any outlet, letting you turn the outlet on and off at your command from anywhere in your home (or even if you aren't there).

Even after TikTok removed swastika jewelry from its online shop, I was algorithmically nudged toward a web of Nazi-related products during searches, like "double lightning bolt" and "ss" necklaces. My journey on TikTok Shop started out with a search for "hip hop jewelry." It's an innocuous search query multiple users have likely typed in, hoping to find something to wear. While browsing the cheap jewelry, I was struck by what TikTok's algorithm repeatedly suggested that I might also be interested in: jewelry with blatant Nazi symbolism. TikTok continues to struggle with moderation as its in-app ecommerce store gains traction with younger users.

The air in your house sucks--fix it with these Amazon deals on air purifiers and humidifiers. We may earn revenue from the products available on this page and participate in affiliate programs. If your sinuses are staging a revolt or your living room smells suspiciously like last night's stir-fry, it's probably time to call in a serious air purifier. LEVOIT's lineup routinely tops our lists because models cover everything from compact bedroom workhorses to family-room heavy hitters, and these Amazon deals are a chance to upgrade your home air quality before the next wave of wildfire smoke, pet shedding, or pollen hits. And there are also humidifiers on sale.

The Universal Commerce Protocol introduces three new major AI features meant to reduce friction when online shopping. To further push the limits of consumerism, Google has launched a new open standard for agentic commerce that's called Universal Commerce Protocol (UCP). In brief, it's a framework that combines the power of AI agents and online shopping platforms to help customers buy more things. Thanks to the introduction of UCP, Google is offering three new online shopping features. To start, Google's AI mode will have a new checkout feature that allows customers to buy eligible products from certain US retailers within Google Search.

Wing's drone deliveries are coming to 150 more Walmarts The service expansion will reach Walmart customers in Los Angeles, St. Louis, Cincinnati, Miami and other US metro areas. Don't be surprised if you see even more drones delivering groceries across the US since the Alphabet-owned Wing announced another service expansion with Walmart over the next year. The partnership said that drone delivery services will be available at 150 more Walmart locations in Los Angeles, St. Louis, Cincinnati, Miami and more metros that have yet to be announced. According to Wing, its top 25 percent of customers have ordered its delivery drones up to three times a week. To meet growing demand, Wing and Walmart said it will serve up to 40 million US customers and build up a network of 270 delivery locations by 2027.

Amazon.com is using an experimental artificial intelligence tool to duplicate independent sellers' product listings, sometimes without their knowledge, then make purchases on behalf of Amazon customers. Sometime around Christmas, Sarah Burzio noticed that the holiday sales bump for her stationery business included some mysterious new customers: a flurry of orders from anonymous email addresses associated with Amazon.com. Burzio, who doesn't sell her products on the retail giant's site, soon discovered that Amazon had duplicated her product listings and made purchases on behalf of Amazon customers under email addresses that read like gibberish followed by buyforme.amazon. I didn't worry about, it to be honest," she said. In a time of both misinformation and too much information, quality journalism is more crucial than ever. By subscribing, you can help us get the story right.

This paper develops a practical framework for using observational data to audit the consumer surplus effects of AI-driven decisions, specifically in targeted pricing and algorithmic lending. Traditional approaches first estimate demand functions and then integrate to compute consumer surplus, but these methods can be challenging to implement in practice due to model misspecification in parametric demand forms and the large data requirements and slow convergence of flexible nonparametric or machine learning approaches. Instead, we exploit the randomness inherent in modern algorithmic pricing, arising from the need to balance exploration and exploitation, and introduce an estimator that avoids explicit estimation and numerical integration of the demand function. Each observed purchase outcome at a randomized price is an unbiased estimate of demand and by carefully reweighting purchase outcomes using novel cumulative propensity weights (CPW), we are able to reconstruct the integral. Building on this idea, we introduce a doubly robust variant named the augmented cumulative propensity weighting (ACPW) estimator that only requires one of either the demand model or the historical pricing policy distribution to be correctly specified. Furthermore, this approach facilitates the use of flexible machine learning methods for estimating consumer surplus, since it achieves fast convergence rates by incorporating an estimate of demand, even when the machine learning estimate has slower convergence rates. Neither of these estimators is a standard application of off-policy evaluation techniques as the target estimand, consumer surplus, is unobserved. To address fairness, we extend this framework to an inequality-aware surplus measure, allowing regulators and firms to quantify the profit-equity trade-off. Finally, we validate our methods through comprehensive numerical studies.

Winter needs a low-sodium diet. Breakthroughs, discoveries, and DIY tips sent every weekday. Every winter across most of the northern US, giant bags of salt materialize at grocery stores and home improvement retailers as residents and business owners prepare to combat icy sidewalks and slick driveways. But when it comes to salting walkways and parking lots, most people overdo it, which costs more than just cash; using too much salt can have surprisingly harmful effects on the local environment, water quality, and human health. When salt is applied to roads and sidewalks as a deicing agent, as snow melts, salt gets washed into streams, lakes, and wetlands.