Technologies

Facebook’s AI research could spur smarter AR glasses and robots

Rummaging through drawers to find your keys could become a thing of the past.

Facebook envisions a future in which you’ll learn to play the drums or whip up a new recipe while wearing augmented reality glasses or other devices powered by artificial intelligence. To make that future a reality, the social network needs its AI systems to see through your eyes.

«This is the world where we’d have wearable devices that could benefit you and me in our daily life through providing information at the right moment or helping us fetch memories,» said Kristen Grauman, a lead research scientist at Facebook. The technology could eventually be used to analyze our activities, she said, to help us find misplaced items, like our keys.

That future is still a ways off, as evidenced by Facebook’s Ray-Ban branded smart glasses, which debuted in September without AR effects. Part of the challenge is training AI systems to better understand photos and videos people capture from their perspective so that the AI can help people remember important information.

Facebook said it teamed up with 13 universities and labs that recruited 750 people to capture more than 2,200 hours of first-person video over two years. The participants, who lived in the UK, Italy, India, Japan, Saudi Arabia, Singapore, the US, Rwanda and Colombia, shot videos of themselves engaging in everyday activities such as playing sports, shopping, gazing at their pets or gardening. They used a variety of wearable devices, including GoPro cameras, Vuzix Blade smart glasses and ZShades video recording sunglasses.

Starting next month, Facebook researchers will be able to request access to this trove of data, which the social network said is the world’s largest collection of first-person unscripted videos. The new project, called Ego4D, provides a glimpse into how a tech company could improve technologies like AR, virtual reality and robotics so they play a bigger role in our daily lives.

The company’s work comes during a tumultuous period for Facebook. The social network has faced scrutiny from lawmakers, advocacy groups and the public after The Wall Street Journal published a series of stories about how the company’s internal research showed it knew about the platform’s harms even as it downplayed them publicly. Frances Haugen, a former Facebook product manager turned whistleblower, testified before Congress last week about the contents of thousands of pages of confidential documents she took before leaving the company in May. She’s scheduled to testify in the UK and meet with Facebook’s semi-independent oversight board in the near future.

Even before Haugen’s revelations, Facebook’s smart glasses sparked concerns from critics who worry the device could be used to secretly record people. During its research into first-person video, the social network said it addressed privacy concerns. Camera wearers could view and delete their videos, and the company blurred the faces of bystanders and license plates that were captured.

Fueling more AI research

As part of the new project, Facebook said, it created five benchmark challenges for researchers. The benchmarks include episodic memory, so you know what happened when; forecasting, so computers know what you’re likely to do next; and hand and object manipulation, to understand what a person is doing in a video. The last two benchmarks are understanding who said what, and when, in a video, and who the partners are in the interaction.

«This sets up a bar just to get it started,» Grauman said. «This usually is quite powerful because now you’ll have a systematic way to evaluate data.»

Helping AI understand first-person video can be challenging because computers typically learn from images that are shot from the third-person perspective of a spectator. Challenges such as motion blur and footage from different angles come into play when you record yourself kicking a soccer ball or riding a roller coaster.

Facebook said it’s looking at expanding the project to other countries. The company said diversifying the video footage is important because if AR glasses are helping a person cook curry or do laundry, the AI assistant needs to understand that those activities can look different in various regions of the world.

Facebook said the video dataset includes a diverse range of activities shot in 73 locations across nine countries. The participants included people of different ages, genders and professions.

The COVID-19 pandemic also created limitations for the research. For example, more footage in the data set is of stay-at-home activities such as cooking or crafting rather than public events.

Some of the universities that partnered with Facebook include the University of Bristol in the UK, Georgia Tech in the US, the University of Tokyo in Japan and Universidad de los Andes in Colombia.

Technologies

Google Gives Chrome an AI Side Panel and Lets Gemini Browse for You

The update also includes Nano Banana image tools and deeper integrations with Google apps like Gmail, Calendar, Maps and Flights.

Google is turning Chrome into something closer to a digital copilot.

In the next wave of Gemini updates rolling out, Google on Wednesday revealed a set of new AI-powered features coming directly to its browser, aimed at reducing the frustrations of exploring the internet each day. Built on Gemini 3, the updates introduce an always-available side panel, deeper app integrations, creative image tools and a new browser agent called auto browse that can complete multistep tasks on your behalf.

Essentially, Google wants Chrome to be like an AI wingman that browses, compares and multitasks for you.

Now you can automate browsing

To me, the standout new addition is auto browse, a browser agent designed to handle tedious and time-consuming chores. Instead of hopping between tabs, filling out forms or manually comparing prices of things like products or flights, you can ask Chrome to do the legwork.

Auto browse can research flights and hotels across different dates, collect documents, schedule appointments, manage subscriptions and help with tasks like renewing a driver’s license or filing expense reports.

In a live demo I saw, Product Lead Charmaine D’Silva used the new tools to plan a family vacation. Gemini compared destinations and prices across multiple travel sites, checked school calendars to see when her kids were off and lined up schedules to find workable travel windows. When it came time to book, though, D’Silva emphasized that the final decision and purchase were still hers, underscoring Google’s plan to keep humans in control for key tasks like booking and purchases.

The feature is rolling out to AI Pro and Ultra subscribers in the US now, signaling Google’s broader push toward more agentic AI experiences.

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A new side panel experience

Another update rolling out now is a redesigned Gemini side panel in Chrome, available across MacOS, Windows and Chromebook Plus. Instead of opening a separate tab, Gemini now lives alongside whatever you’re working on, making it easier to multitask without breaking your flow. Testers have used it to summarize reviews across sites, compare shopping options and juggle packed calendars while keeping their main task front and center.

AI image editing with Nano Banana

Chrome is also trying to become more creative. Google is bringing Nano Banana, its AI image editing and generation tool, directly into the browser. You can now edit and reimagine images you find on the web without downloading files or switching apps — whether that’s mocking up a living room redesign or turning raw data into an infographic at work.

Chrome connects with other Google apps

Under the hood, Gemini in Chrome is becoming more connected to the rest of Google’s ecosystem. Integrations with Gmail, Calendar, Maps, YouTube, Google Flights and Shopping will allow the assistant to pull in relevant context and take action across apps. Planning a trip, for example, could involve referencing an old email, checking flight options and drafting a follow-up email to your travel companions. Now all in one place.

More to come

Looking ahead, Google says personal intelligence is coming to Chrome in the coming months. With user opt-in, Gemini will remember context from past interactions to deliver more tailored, proactive help across the web, while giving you control over what data is connected and when.

Technologies

If You Drink Decaf, Read This: More Than 80,000 Keurig Pods Recalled

Here’s how to get a full refund if you bought these coffee pods.

If you’re a decaf K-Cup drinker, this message is for you. Keurig has recalled the McCafe Premium Roast Decaf Coffee K-Cup Pods because they may contain caffeine.

Here’s everything to know.

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What was recalled?

Keurig Dr Pepper voluntarily recalled 960 cartons of McCafe Premium Roast Decaf Coffee K-Cup Pods, according to a US Food and Drug Administration memo. The reason listed for the recall reads: «Product is labeled as decaf, but might contain caffeine.»

CNET chose McCafé Premium Roast as the best K-Cup, although the decaffeinated version was not included. It is unclear at this time how many states sold the cartons.

A representative for Keurig Dr Pepper did not immediately respond to a request for comment.

How to know if you have a recalled product

The recalled items will have the following information:

Best by date: 17 NOV 2026
Batch number: 5101564894
Material number: 5000358463
ASIN: B07GCNDL91
UPC: 043000073438

The recall is ongoing. If you have a recalled product, you can return it to your place of purchase for a full refund.

Technologies

The Samsung Galaxy Z TriFold’s Nearly $3,000 Price Might Unfold Your Whole Wallet

This double-folding phone will be the most expensive mainstream handset released in the US.

Samsung’s twin-hinged Galaxy Z TriFold is nearly on sale, coming before the Galaxy S26 launch next month. Starting Jan. 30, foldable phone fans who want the most advanced device in the US can pick one up, but they’ll have to pay a hefty price: The device starts at a jaw-dropping $2,900.

Yes, for over three times the price of a Galaxy S25, you can pick up the most advanced smartphone — and certainly the most expensive — Samsung has ever rolled out. Even the Galaxy Z Fold 7, which starts at $2,000 with 256GB of storage, only reaches $2,420 at the highest 1TB storage configuration.

As products across all industries get costlier, phone-makers have priced foldables in an even more premium tier than the most innovative flat smartphones (like the iPhone 17 Pro Max and Galaxy S25 Ultra). It seems Samsung will use the twin-hinged Galaxy Z TriFold to set an even higher price ceiling for smartphones.

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Anyone who buys the Galaxy Z TriFold will get one of the most technically impressive handsets released in the US. But is the technology worth the cost?

The Galaxy Z TriFold unfolds into a 10-inch inner display that rivals the screens of full-size tablets. It’s noticeably larger than the 8-inch inner screen on the single-hinged Galaxy Z Fold 7 foldable. Its two hinges, built of titanium, are tested to endure 200,000 folds, according to Samsung.

When unfolded, the Z TriFold is 3.9mm at its thinnest point. That’s slightly outdone by the slimmer Huawei Mate XT’s 3.6mm, which beat Samsung to market by an entire year with a trifold that’s not available in the US. That might be nearing the limit for phone thinness, as it’s barely enough to accommodate the USB-C port at the bottom of either device.

The Galaxy Z TriFold and Huawei Mate XT are roughly comparable in size and specs, though the Huawei phone’s EMUI operating system and the lack of familiar Google apps (due to the ban on US companies working with the Chinese phone-maker) mean Android fans may prefer Samsung’s. The Huawei foldable is also more expensive, starting at 3,499 euros (about $4,150 today), and may not be compatible with US carriers out of the box.

Read more: Galaxy Z TriFold vs. Huawei Mate XT: One Is the Most Versatile Phone I’ve Ever Used

The Galaxy Z TriFold has a customized Snapdragon 8 Elite chip, the same one that powers last year’s Galaxy S25 series. It won’t feature the latest Snapdragon 8 Elite Gen 5 silicon, which is likely to power this year’s most advanced Android handsets (potentially including the upcoming, but not yet announced, Samsung Galaxy S26 series).

The Galaxy Z TriFold will start at 512GB of storage and packs a 5,600-mAh battery, larger than the Z Fold 7’s 4,400-mAh capacity unit. It recharges at 45 watts, which is typical for Samsung phones, though other premium Android handsets have long ago surpassed that rate, like the OnePlus 15 with 80-watt charging. It has three rear cameras (a 200-megapixel main, a 12-megapixel ultrawide and a 10-megapixel telephoto) and comes in a single color, crafted black.

All told, the Galaxy Z Trifold offers only marginal upgrades over the Galaxy Z Fold 7, and its hardware will likely be surpassed soon when the Galaxy S26 series launches with newer chips.

At $1,000 to $2,000 above other Android phones and foldables, the Z TriFold seems to offer only a single advantage: its massive inner display. While undeniably a technical marvel, that’s not nearly enough added value for most people to justify the steep upsell on your standard smartphone, or even another book-style foldable. For folks who «crave» the most advanced phone on the market, though, maybe it’s worth the expense.