Prime Day has officially ended, but many of our favorite, hand-picked deals are still available through the weekend. Amazon Prime Day is over, and many of the deals we saw through the week are gone. Plenty of our favorite deals are still around, and you'll notice that while some Amazon prices have reverted back, some other retailers are offering deal prices throughout the weekend. And just as a reminder: We don't recommend products that haven't personally used ourselves. The WIRED Reviews team tests products all year round to ensure we can vouch for the deals we suggest. One of the best budget wireless chargers is even more affordable thanks to Prime Day. You can buy fancier, faster wireless chargers, but if you just want a simple option that'll top off your phone, this is worth checking out. It can deliver up to 10 watts, though you'll need to supply your own wall adapter. This remains one of my favorite Windows laptops, and I'm ecstatic that it's gotten a decent price drop for Prime Day. It's certainly the most compelling alternative to the MacBook Air, I still think the screen is incredibly unique, with its taller 3:2 aspect ratio. Once you see it in person, you'll notice the difference right away. With more vertical screen space, you see more lines of spreadsheets, more content of websites, and more space on your canvas as a creator.

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The 99 Absolute Best Prime Day Deals We'd Spend Our Own Money On We've gone from A to Z to find Amazon's best Prime Day deals on the gear worth owning. We've officially entered the final leg of Amazon Prime Day. On this last day of the annual sale event (which actually lasted four days this year), we're here to sift through the piles of junk deals and find the diamonds in the rough. Not all deals are as good as retailers would like you to think. That's why the WIRED Reviews team tests products all year so that we offer recommendations on Prime Day that we can stand by. Our sole mission for the remainder of the day is to show you deals on products you've been wanting to buy and to introduce you to some you didn't even know you needed. We'll be keeping this list updated through the end of today, but don't wait too long as the hottest deals aren't guaranteed to last until sundown. This is our very favorite MagSafe power bank . Wireless and MagSafe charging aren't always the fastest or most efficient, but despite its bulk, this large-capacity bank can top off modern phones once (or maybe a little more than that) without overheating or taking forever. One of the best budget wireless chargers is even more affordable thanks to Prime Day. You can buy fancier, faster wireless chargers, but if you just want a simple option that'll top off your phone, this is worth checking out. It can deliver up to 10 watts, though you'll need to supply your own wall adapter. Want something that can fast charge your phone, juice up your tablet, and even refill your laptop? This generous 25,000-mAh capacity can do it all, but stops shy of the carry-on air travel limit. The maximum output is 165 watts for two devices, but 100 watts for a single device. It has lovely rounded edges, a retractable, flat, 2.3-foot USB-C cable on the top, and a snazzy, durable, braided 1-foot USB-C cable that doubles as a carry loop. Unlike so many Windows laptops around $500, the OmniBook 3 has excellent performance and battery life. And while the touchpad isn't the best, the specs alone make it the very best cheap laptop you can buy. While it's only marginally cheaper than the RTX Nitro V 16, it's the most affordable gaming laptop with an RTX 5050 you can buy right now.

Modern machine learning systems have outgrown their origins as isolated predictive constructs, evolving into complex socio-technical architectures that actively mediate human opportunity. As algorithms increasingly determine access to economic and social opportunities, it has become widely recognized that these systems are deeply embedded with the structural inequalities and prejudices of their environments. The field of algorithmic fairness emerged in response to the growing recognition that models optimized for predictive accuracy can systematically disadvantage marginalized groups. Early mitigation strategies, however, rested on fragile simplifications that limited their effectiveness in complex sociotechnical environments. This thesis identifies and addresses two fundamental limitations of contemporary fairness paradigms: the reliance on deterministic point estimates for auditing and the treatment of individuals as isolated entities devoid of structural context. First, the diagnosis of algorithmic unfairness has traditionally depended on scalar metrics that fail to capture the nuances of real-world deployment. This deterministic approach ignores the high statistical variance inherent in small, intersectional groups, often leading to false alarms or missed detections of bias. Furthermore, standard auditing struggles with the opacity of black-box models, frequently conflating unjustifiable bias with the influence of legitimate features.

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Follow this author to personalize your feed and get instant alerts. Follow Go to your personalized feed WHY FOLLOW? Smart Alerts: Get notified about major news as it happens. Lucy Feldman, Dorothea Gillim, Bridgit Antoinette Evans, Ailen Arreaza, and Uly Morazan during the Say It So It Moves: Storytelling to Transform Systems Panel. Lucy Feldman, Dorothea Gillim, Bridgit Antoinette Evans, Ailen Arreaza, and Uly Morazan during the Say It So It Moves: Storytelling to Transform Systems Panel.

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