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 If you've never docked a boat before, consider yourself lucky. There are plenty of popular TikTok channels devoted to shaming those who bring their craft back home clumsily or berth them with something less than finesse. Tricky crosswinds, unpredictable surf and even the jeers of passersby can make it a stressful experience at the best of times.
Brunswick, which owns more than 50 water-borne brands like Sea Ray, Bayliner and Mercury Marine, has a solution. It's demonstrating some self-docking tech called AutoCaptain at CES 2026 that makes this process a cinch, plus a fleet of other innovations that, in some cases, leave some of the smart cars on the show floor looking a bit remedial.
One of those technologies is edge AI. While in-car AI is an increasingly common feature, those agents are exclusively running remotely, relying on cellular connections to offload all the processing power required to drive a large language model.
Sadly, that won't always work on a boat.
One of Brunswick's tech-equipped boatsBrunswick"One of the things about AI for boats
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 A keyboard computer has always been on my wishlist — that is, a computer where the entire machine was stuffed into a keyboard. Perhaps I caught a glimpse of the Commodore 64 at an impressionable age, but regardless, the idea has always been intriguing to me. At CES 2026, HP is bringing that concept back with the new EliteBoard G1a, which is dubbed a "Next Gen AI PC."
It's an IT administrator's dream: It looks a typical desktop keyboard, but it has the full power of a Copilot AI PC inside. You can equip it with Ryzen 5 or 7 CPUs and their embedded Radeon 800 GPUs, up to 64GB of RAM and as much as 2TB of NVMe SSD storage. All you need to do is add a monitor and a mouse, and you've got a full-fledged desktop setup.
HP EliteBoard keyboard PC.Devindra Hardawar for EngadgetThe more I think about it, the more sad I am that the arc of the computing industry trended towards standardized desktops and laptops. There was a brief spark of interest with the UMPC (ultra mobile PC) trend in the 2000's, which Engadget covered extensively as a young blog, as well as ASUS's Eee keyboard. But they couldn't s
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If I were building a new PC today, I'd go for a small form factor mATX or ITX build. With companies like Fractal Design and Lian Li making cases that can fit modern GPUs without sacrificing on thermals, you don't need to settle for the old mid-tower monstrosities of yesteryear. And that's why PNY's new "Slim" model RTX 50-series designs caught my eye. All three variants, covering the 5070, 5070 Ti and 5080, are two slot cards with just a pair of 120mm fans for cooling. As a result, even the largest of the three new models, the 5080, is relatively svelte, coming in at 11.8-inches or 300mm long. That means it can comfortably fit with room to spare in a media PC enclosure like the Fractal Ridge.
Technically, NVIDIA's reference designs for the 5070 and 5080 are also dual-slot solutions, but most of the company's manufacturing partners produce two-and-half or three slot variants of those cards. And with no Founders Edition version of the 5070 Ti available from NVIDIA, PNY's new take on that GPU will likely find a dedicated fanbase among PC enthusiasts.
PNY says the new cards will arrive
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 Robot vacuum companies are once again trying to outdo each other at CES 2026. This year, Chinese appliance maker Dreame is showing off a prototype of a device that can climb up and down an entire flight of stairs.
The concept, called the Cyber X, was previewed last year at IFA in Berlin. The vacuum sports a somewhat terrifying set of legs with rubber treads that allow it to autonomously navigate multi-story environments. While Dreame has previously shown off vacuums that can move up smaller steps, it says the Cyber X can climb stairs up to 25cm (9.8 inches) high and slopes up to 42 degrees. It can manage both straight and curved staircases, and can climb a flight of steps in 27 seconds, according to the company.
In addition to its legs, the Cyber X also has a built-in water tank to support mopping abilities, and a laser-powered navigation system to help it maneuver up stairs and around other obstacles. It also has a braking system that allows it to stay stable on floors and stairs, even if the battery dies. We haven't been able to see it in action yet, but Dreame is expected to show off its abilities at its CES booth and we'll update this post once we're able to get an up-close look.
Dreame's Cyber X concept and the X60.Karissa Bell for EngadgetFor now, Dreame says Cyber X is just a research prototype and hasn't indicated if it plans to make it, or a robo vac like it, more widely available at some point
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