Don't miss these vacuum deals happening over the holiday weekend. Shopping for a Dyson vacuum is an experience. There are many models to navigate and serious price tags on most of them. As someone who tests vacuums for a living, I have to admit that a Dyson blows most other vacuums away. There are a few cheaper models I'll still grab (check out my full guide to cordless and robot vacuums for more recommendations), but if you're dreaming of a Dyson, this weekend is a great time to buy.

Looking for all our top recommended vacuums? Here are our favorites in every style WIRED has tested, from cordless models to robot vacuums. Every kind of vacuum, from robot vacuums to cheap stick vacs, is sent to my doorstep to find the best vacuum cleaner. You can find me vacuuming near daily with powerful Dysons, automated robot vacuums, and even vacuums made for car cleaning as a toddler mom plagued by sand and snacks. And I'm not alone in this quest; you can find many of the WIRED staffers testing vacuums in their homes too, to help find the best of the best. If you're looking for one place to find all of our vacuum cleaner recommendations, this is it.

Fi Mini and Tractive: Which Smart Cat Tracker Should You Buy? For months, I tested Tractive and Fi Mini smart collars on my cat to find the best for activity, sleep, and GPS tracking. Wearable health-monitoring devices, like smart rings, smartwatches, and fitness trackers, help people stay on top of key wellness markers. By providing data on steps, heart rate, sleep, and more, these gadgets allow people to better understand their health, along with the opportunity to improve it with lifestyle shifts. But why should humans have all the fun?

Massage guns used to be simple percussive devices. Now, they use vibrations, hot and cold therapy, and even LED light to ease post-workout pain and promote muscle recovery. Massage guns relieve muscle tension and increase blood flow for faster recovery . In her words, "As we exercise, we cause breakdown within the muscle fibers, which in turn stimulates muscle growth and regrowth, hypertrophy, and strength." After consulting the experts and testing them on myself pre-and post-workout, I've rounded up a lineup of the best massage guns, like our top pick, the Hyperice Hypervolt 2 ($229) .

This is high-end recovery gear that's worthy of professional athletes. It's a lot easier to stick to your resolutions when you recover faster. We may earn revenue from the products available on this page and participate in affiliate programs. Recovery gear is not a substitute for sleep, smart training, or eating with fitness in mind, but it can make the day-after soreness far less annoying. Hyperice has discounts right now on Normatec compression systems, Hypervolt percussion massagers, and joint-focused heat therapy that's built for the spots that complain the loudest.

Dreame's robot vacuum with an arm is back at CES 2026 and it can do more than pick up shoes The Cyber 10 Ultra has its own attachments for reaching hard-to-get places. Dreame's Cyber10 Ultra has an arm that can grab objects and clean hard to reach areas. Last year at CES, Dreame showed off a robot vacuum prototype with a mechanical arm . But while we were able to see the arm extend and retract, we didn't see the device, which was described as a prototype at the time, actually grab anything, which was a bit disappointing. This year, though, the company has made its arm-enabled vacuum a reality with the Cyber 10 Ultra.

From robot vacuums to Dyson stick vacs, don't miss these Cyber Monday vacuum deals happening on our favorite vacuums in every category. There's a lot of shopping you can do this weekend, but these Cyber Monday vacuum deals are ones you shouldn't skip if you need any kind of cleaning upgrade. Changing to a stick vacuum hugely improved my life after moving to a three-story home, but all kinds of vacuum types can turn your life around. Never have time to vacuum or mop? You'll want a handheld vacuum .

Knowledge graph-based dialogue generation (KG-DG) is a challenging task requiring models to effectively incorporate external knowledge into conversational responses. While large language models (LLMs) have achieved impressive results across various NLP tasks, their ability to utilize external knowledge in KG-DG remains under-explored. We observe that LLMs often rely on internal knowledge, leading to detachment from provided knowledge graphs, even when they are given a flawlessly retrieved knowledge graph. First, we introduce LLM-KAT, an evaluation procedure for measuring knowledge attachment in generated responses. Second, we propose a simple yet effective entity anonymization technique to encourage LLMs to better leverage external knowledge. Experiments on the OpenDialKG dataset demonstrate that our approach improves LLMs' attachment on external knowledge.