Retail
Chatbots are losing customer trust fast
Fox News chief political anchor Bret Baier investigates concerns that artificial intelligence is becoming too advanced on'Special Report.' Every day, customers reach out to companies. They want to buy something, ask about an order, return a product or fix a payment issue. In the past, that usually meant talking to a real person on the phone or through a website. More often, the first reply comes from a chatbot.
Last-Chance Prime Day Deals, 293 Obsessively Tested Picks--Even 1,200 Off an OLED TV
Amazon Prime Day is four days in 2025, and we've reached the final day. The Prime Day deals started dropping last month and end at midnight tonight (Friday, July 11). We have been working in shifts, covering 20 hours a day through the end, in a dangerously caffeinated state--all to help you nab the best Prime Day deals with up-to-date recommendations. The WIRED Reviews team only recommends deals on products we've tested and approved, and which are actually discounted. If you're looking for up-to-the-minute coverage of deals, check out our Amazon Prime Day liveblog, which will run from 5 am to midnight daily. If you're coming to Prime Day looking for something dirt-cheap, I've got one for you. Yes, this device is a Chromebook, but as a "Chromebook Plus" model, it's a big step up from the reputation these laptops have when kids are introduced to them in schools. The Acer Chromebook Plus 515 comes with a 1080p display, a spacious 15.6-inch display, and an Intel Core i3 processor.
13 Best Amazon Prime Day Vacuum Deals for Dust and Dirt in 2025
Cleaning isn't just for spring, and these Amazon Prime Day vacuum deals are ones you can't miss if you're looking for a better vacuum. A great vacuum makes a huge difference. Whether I'm grabbing my favorite stick vacuum for the stairs, a car vacuum for my Sisyphean car mess, or a Dyson to solve all my problems, you can usually find me with a vacuum in hand trying to clean up after myself and my toddler. If you've been dying for a new vacuum, this is one of the best times to shop, thanks to Amazon's biannual sale event. Tons of great vacuums are on sale, from splurge-worthy Dyson stick vacuums to my favorite cordless.
Not Just Any Prime Day Deals, 255 Obsessively Tested Picks--Even 1,200 Off an OLED TV
Amazon Prime Day is four days in 2025, and we're kicking off day three. The Prime Day deals started dropping last month and will end on Friday, July 11. We're working in shifts, covering 20 hours a day through the end, and are dangerously caffeinated--all to help you nab the best Prime Day deals with up-to-date recommendations. The WIRED Reviews team only recommends deals on products we've actually tested and approved, and which are actually discounted. If you're looking for up-to-the-minute coverage of deals, check out our Amazon Prime Day liveblog, which will run from 5 am to midnight daily. If you're coming to Prime Day looking for something dirt-cheap, I've got one for you. Yes, this device is a Chromebook, but as a "Chromebook Plus" model, it's a big step up from the reputation these laptops have when kids are introduced to them in schools. The Acer Chromebook Plus 515 comes with a 1080p display, a spacious 15.6-inch display, and an Intel Core i3 processor. Don't write off a ...
The cost of ensembling: is it always worth combining?
Given the continuous increase in dataset sizes and the complexity of forecasting models, the trade-off between forecast accuracy and computational cost is emerging as an extremely relevant topic, especially in the context of ensemble learning for time series forecasting. To asses it, we evaluated ten base models and eight ensemble configurations across two large-scale retail datasets (M5 and VN1), considering both point and probabilistic accuracy under varying retraining frequencies. We showed that ensembles consistently improve forecasting performance, particularly in probabilistic settings. However, these gains come at a substantial computational cost, especially for larger, accuracy-driven ensembles. We found that reducing retraining frequency significantly lowers costs, with minimal impact on accuracy, particularly for point forecasts. Moreover, efficiency-driven ensembles offer a strong balance, achieving competitive accuracy with considerably lower costs compared to accuracy-optimized combinations. Most importantly, small ensembles of two or three models are often sufficient to achieve near-optimal results. These findings provide practical guidelines for deploying scalable and cost-efficient forecasting systems, supporting the broader goals of sustainable AI in forecasting. Overall, this work shows that careful ensemble design and retraining strategy selection can yield accurate, robust, and cost-effective forecasts suitable for real-world applications.
TPT-Bench: A Large-Scale, Long-Term and Robot-Egocentric Dataset for Benchmarking Target Person Tracking
Ye, Hanjing, Zhan, Yu, Situ, Weixi, Chen, Guangcheng, Yu, Jingwen, Zhao, Ziqi, Cai, Kuanqi, Ajoudani, Arash, Zhang, Hong
Tracking a target person from robot-egocentric views is crucial for developing autonomous robots that provide continuous personalized assistance or collaboration in Human-Robot Interaction (HRI) and Embodied AI. However, most existing target person tracking (TPT) benchmarks are limited to controlled laboratory environments with few distractions, clean backgrounds, and short-term occlusions. In this paper, we introduce a large-scale dataset designed for TPT in crowded and unstructured environments, demonstrated through a robot-person following task. The dataset is collected by a human pushing a sensor-equipped cart while following a target person, capturing human-like following behavior and emphasizing long-term tracking challenges, including frequent occlusions and the need for re-identification from numerous pedestrians. It includes multi-modal data streams, including odometry, 3D LiDAR, IMU, panoramic images, and RGB-D images, along with exhaustively annotated 2D bounding boxes of the target person across 48 sequences, both indoors and outdoors. Using this dataset and visual annotations, we perform extensive experiments with existing SOTA TPT methods, offering a thorough analysis of their limitations and suggesting future research directions.
DJI's waterproof 4K action camera is just 199 for Prime Day
Last Prime Day, the DJI Osmo action camera was one of the most popular deals with PopSci readers. This year, the updated version is even cheaper at just 199 for the Essentials bundle. That's a full 50 cheaper than I have seen it all year. Several other DJI products for creatives are also on sale during Prime Day, including a gimbal stabilizer for smartphones and a fancy drone that you can use to shoot aerial videos or freak out your dog. Remember, if you don't have an active Amazon Prime subscription, you can sign up for a free 30-day trial here.
Prime Day Picks From People Who Obsessively Test Gear & Track Prices
Amazon Prime Day began as one day and is now much more of an event, lasting four days this year. The Prime Day deals started dropping last month, and will go on through Friday. We'll be dangerously caffeinated and working in shifts, covering 20 hours a day through the end. The WIRED Reviews team only recommends deals on products we've actually tested and approved, and which are actually discounted. If you're looking for up-to-the-minute coverage of deals, check out our Amazon Prime Day liveblog, which will run from 5 am to midnight daily. Updated July 9, 2025: We've added over two dozen new deals on our favorite laptops, robot vacuums, TVs, security cameras, and more. If you want something hard-wearing and fast charging from the best USB-C cables, this is our pick. It tops out at 240 watts and has a tough, braided nylon exterior made from 100 percent recycled plastic. Anker promises this cable will last a century and it can operate in temperatures from -40 degrees to 176 degrees ...
99 Best Prime Day Deals of 2025--All Personally Tested By Us
Amazon Prime Day is now four days. The Prime Day deals started dropping last month, reached a fever pitch today, and will go on through Friday. We'll be dangerously caffeinated and working in shifts covering 20 hours a day through the end. The WIRED Reviews team only recommends deals on products we've actually tested and approved, and which are actually discounted. If you're looking for up-to-the-minute coverage of deals, check out our Amazon Prime Day liveblog, which will run from 5 am to midnight daily. Deals on computers, routers, monitors, tablets, keyboards, and more. The Google Pixel Tablet (7/10, WIRED Recommends) is a good Android tablet. Where it really shines, though, is its ability to be paired with the charging speaker dock to transform into a smart speaker when you aren't using it as a tablet. Right now, only the tablet version is on sale, and it's a good price if you want to buy it for the sharp screen and overall solid performance. Enjoy simple, set-and-forget Wi-Fi courtesy of Amazon's Eero mesh systems. The tri-band Eero Pro 6E (7/10, WIRED Recommends) adds 6 GHz to the familiar 2.4-GHz and 5-GHz bands, for fast and dependable Wi-Fi. The Eero Plus subscription is expensive ( 10 per month or 100 per year) but includes comprehensive parental controls, advanced security, ad blocking, and even a password manager and VPN service. As the budget pick in our best mesh Wi-Fi systems guide, the Deco X20 is already a bargain. This Wi-Fi 6 dual-band mesh (2.4-GHz and 5-GHz) is easy to set up and delivered solid results in my tests. It's not the speediest mesh, but if your internet connection is 500 Mbps or less, it's likely enough.
141 Best Prime Day Deals of 2025--Every Gadget Has Been Tested By Us
Amazon Prime Day is now almost a week. Prime Day started today and will go on for three more days. We'll be dangerously caffeinated and working shifts 20 hours a day from now through Friday, July 11. The WIRED Reviews team has been prepping for weeks to bring you real savings on the very best tech, and we only recommend products we've actually tested and approved. If you're looking for up-to-the-minute coverage of check out our Amazon Prime Day liveblog, which will run from 5 am to midnight daily. Deals on computers, routers, monitors, tablets, keyboards, and more. The Google Pixel Tablet (7/10, WIRED Recommends) is a good Android tablet. Where it really shines, though, is its ability to be paired with the charging speaker dock to transform into a smart speaker when you aren't using it as a tablet. Right now, only the tablet version is on sale, and it's a good price if you want to buy it for the sharp screen and overall solid performance. Enjoy simple, set-and-forget Wi-Fi courtesy of Amazon's Eero mesh systems. The tri-band Eero Pro 6E (7/10, WIRED Recommends) adds 6 GHz to the familiar 2.4-GHz and 5-GHz bands, for fast and dependable Wi-Fi. The Eero Plus subscription is expensive ( 10 per month or 100 per year) but includes comprehensive parental controls, advanced security, ad blocking, and even a password manager and VPN service. As the budget pick in our best mesh Wi-Fi systems guide, the Deco X20 is already a bargain. This Wi-Fi 6 dual-band mesh (2.4-GHz and 5-GHz) is easy to set up and delivered solid results in my tests. It's not the speediest mesh, but if your internet connection is 500 Mbps or less, it's likely enough. Each router has two gigabit Ethernet ports, and the vaselike design blends in easily on shelves or tables. This tri-band Wi-Fi 6E mesh system from TP-Link scores a place in our best mesh Wi-Fi systems guide. Easy to set up and configure through the mobile app, each unit has one 2.5 Gbps Ethernet port and two gigabit ports. It offers fast speeds at close range on the 6-GHz band, but was also fast on 5 GHz, and offered a decent range on 2.4 GHz. There are optional subscriptions for parental controls and enhanced security. Cheap laptops don't have to be terrible, and the HP Chromebook Plus x360 proves it. While there are more premium Chromebooks out there, none sell for so little on discount. It has a 14-inch 1080p screen, and unlike some Chromebooks at this price, it also comes with enough RAM and storage.