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
Today’s NYT Mini Crossword Answers for Friday, Sept. 19
Here are the answers for The New York Times Mini Crossword for Sept. 19.

Looking for the most recent Mini Crossword answer? Click here for today’s Mini Crossword hints, as well as our daily answers and hints for The New York Times Wordle, Strands, Connections and Connections: Sports Edition puzzles.
I didn’t get off to a great start with today’s Mini Crossword, completely blanking on 1-Across. Thankfully, the other clues were easy, and that answer filled itself in. Need some help? Read on. And if you could use some hints and guidance for daily solving, check out our Mini Crossword tips.
If you’re looking for today’s Wordle, Connections, Connections: Sports Edition and Strands answers, you can visit CNET’s NYT puzzle hints page.
Read more: Tips and Tricks for Solving The New York Times Mini Crossword
Let’s get to those Mini Crossword clues and answers.
Mini across clues and answers
1A clue: Cancel on plans at the last moment
Answer: FLAKE
6A clue: Shade of light purple
Answer: LILAC
7A clue: ___ acid (protein builder)
Answer: AMINO
8A clue: Sarcastic «Yeah, sure»
Answer: IBET
9A clue: Sardonic boss on «Parks and Recreation»
Answer: RON
Mini down clues and answers
1D clue: Stylish panache
Answer: FLAIR
2D clue: Party game that tests how low you can go
Answer: LIMBO
3D clue: Visitor from outer space
Answer: ALIEN
4D clue: Philosopher who posed the question «What can I know?»
Answer: KANT
5D clue: Environmentally friendly prefix
Answer: ECO
Technologies
Your Old Android Isn’t Dead. These Tweaks Can Bring It Back to Life
Clear space, optimize your battery and update the basics. These quick changes can make an old Android phone feel snappier.

You don’t need the latest Android flagship to get good performance.
Thanks to longer software support from brands like Google and Samsung, older models can still run smoothly, as long as you give them a little attention. Clearing out unused apps, updating your software and tweaking a few settings can breathe new life into a device that feels sluggish. These quick fixes can help your phone last longer and save you from spending on an early upgrade.
Before you start shopping for a replacement, try a few simple adjustments. You might be surprised by how much faster your phone feels once you free up space, optimize battery use and turn off background drains.
Whether you use a Samsung Galaxy, Motorola or OnePlus phone, chances are you can still improve battery life and overall speed without buying something new. Just remember that Android settings vary slightly from brand to brand, so the menus may look a little different depending on your phone.
Settings to improve your battery life
Living with a phone that has poor battery life can be infuriating, but there are some steps you can take to maximize each charge right from the very beginning:
1. Turn off auto screen brightness or adaptive brightness and set the brightness level slider to under 50%
The brighter your screen, the more battery power it uses.
To get to the setting, pull down the shortcut menu from the top of the screen and adjust the slider, if it’s there. Some phones may have a toggle for auto brightness in the shortcut panel; otherwise, you need to open the settings app and search for «brightness» to find the setting and turn it off.
2. Use Adaptive Battery and Battery Optimization
These features focus on learning how you use your phone, including which apps you use and when, and then optimizing the apps and the amount of battery they use.
Some Android phones have a dedicated Battery section in the Settings app, while other phones (looking at you, Samsung) bury these settings. It’s a little different for each phone. I recommend opening your settings and searching for «battery» to find the right screen. Your phone may also have an adaptive charging setting that can monitor how quickly your phone battery charges overnight to preserve its health.
Why you should use dark mode more often
Another way to improve battery life while also helping save your eyes is to use Android’s dedicated dark mode. Any Android phone running Android 10 or newer will have a dedicated dark mode option.
According to Google, dark mode not only reduces the strain that smartphone displays cause on our eyes but also improves battery life because it takes less power to display dark backgrounds on OLED displays (used in most flagship phones) than a white background.
Depending on which version of Android your phone is running, and what company made your phone, you may have to dig around the settings app to find a dark mode. If your phone runs Android 10 or newer, you’ll be able to turn on system-wide dark mode. If it runs Android 9, don’t despair. Plenty of apps have their own dark mode option in the settings that you can use, whether or not you have Android 10.
To turn it on dark mode, open the Settings app and search for Dark Mode, Dark Theme or even Night Mode (as Samsung likes to call it). I suggest using dark mode all the time, but if you’re not sure, you can always set dark mode to automatically turn on based on a schedule, say from 7 p.m. to 7 a.m. every day, or allow it to automatically switch based on your location at sunset and sunrise.
Keep your home screen free of clutter
Planning to hit up the Google Play Store for a bunch of new Android apps? Be prepared for a lot of icon clutter on your home screen, which is where shortcuts land every time you install something.
If you don’t want that, there’s a simple way out of this: Long-press on an empty area of your home screen and tap Settings. Find the option labeled something along the lines of Add icon to Home Screen or Add new apps to Home Screen and turn it off.
Presto! No more icons on the home screen when you install new apps. You can still add shortcuts by dragging an app’s icon out of the app drawer, but they won’t appear on your home screen unless you want them to.
Read more: Best Android Phones You Can Buy in 2024
Set up Do Not Disturb so that you can better focus
If your phone routinely spends the night on your nightstand, you probably don’t want it beeping or buzzing every time there’s a call, message or Facebook alert — especially when you’re trying to sleep. Android offers a Do Not Disturb mode that will keep the phone more or less silent during designated hours. On some phones, this is referred to as the Downtime setting or even Quiet Time.
Head to Settings > Sounds (or Notifications), then look for Do Not Disturb or a similar name. If you can’t find it, search for it using the built-in search feature in your settings.
Using the feature, you can set up a range of hours when you want to turn off the digital noise. Don’t worry, any notifications you get while Do Not Disturb is turned on will still be waiting for you when you wake up. Also, you can typically make an exception that allows repeat callers and favorite contacts’ calls to go through. Turn that on. If someone is calling you in an emergency, odds are they are going to keep trying.
Always be prepared in case you lose your phone or it’s stolen
Is there anything worse than a lost or stolen phone? Only the knowledge that you could have tracked it down if you had turned on Google’s Find My Device feature.
To prepare for a successful recovery, here’s what you need to do: Open the Settings app and then search for Find My Device. It’s usually in the Security section of the Settings app.
If you have a Samsung device, you can use Samsung’s Find My Mobile service, which is found in Settings > Biometrics and security > Find My Mobile.
Once that’s enabled, you can head to android.com/find from any PC or mobile device and sign in to your account. Samsung users can visit findmymobile.samsung.com to find a lost phone.
If you have trouble setting any of this up, be sure to read our complete guide to finding a lost Android phone.
Assuming your phone is on and online, you should be able to see its location on a map. From there, you can make it ring, lock it, set a lock screen note to tell whoever has it how to get it back to you, or, worst-case scenario, remotely wipe the whole thing.
And always keep your phone up to date
As obvious as it may seem, a simple software update could fix bugs and other issues slowing down your Android device.
Before you download and install the latest software update, make sure your device is connected to Wi-Fi, or else this won’t work.
Now, open the Settings application and type in Update. You’ll then either see Software update or System update — choose either one. Then just download the software, wait for a few minutes and install it when it’s ready. Your Android device will reboot and install the latest software update available.
There’s a lot more to learn about a new phone. Here are the best ways to boost your cell signal, and here’s a flagship phone head-to-head comparison. Plus, check out CNET’s list of the best cases for your Samsung phone. More of an Apple fan? We have tips for boosting your iPhone’s performance, too.
Technologies
Your Pixel 10 Might Have Issues With Older Wireless Chargers
You might want to try taking the case off your phone in order to successfully charge it.

When Google introduced the Pixel 10 lineup in August, it became one of the first major Android phones to receive the Qi 2 wireless charging standard, which Google calls Pixelsnap. However, users noticed issues with wireless charging on the Pixel 10 almost immediately after its release.
Some people are having trouble charging their phone with the new Pixelsnap charger, and others are having issues with older wireless chargers, including Google’s own Pixel Stands. The bulk of the problems happen when a case is on the phone — whether it has the magnet array or not.
I own both the first and second generation Pixel Stands and both will charge my Pixel 10 Pro XL without an issue if there’s no case on it. However, when I add a case to my phone, the problems begin.
I have three cases for my phone, the Mous Super Thin Clear Case, the Magnetic Slim Case Fit by Grecazo, and a no-name soft TPU case. If my phone has any of those cases on and I attempt to charge it while it’s vertical, it starts to charge and then stops after a second or two, and keeps doing that.
I can fix this for the first-generation Pixel Stand by turning the phone horizontal, but it will still charge very slowly. I can’t seem to fix it at all for the Pixel Stand 2 — vertical, horizontal, it doesn’t charge.
Not everyone has this issue
The problem doesn’t seem to be universal. CNET editor Patrick Holland said he had no issues charging the Pixel 10 Pro during his time with it.
A Google spokesperson told me the Pixel 10 lineup is not optimized for older Qi wireless charging standards, but that doesn’t necessarily mean the phones won’t work with older wireless chargers.
Qi 2 is backwards-compatible with older standards, but the phone’s height and charging coil placement on both the phone and the charger are still factors. If you’re having problems, you might see if removing the case helps.
The prospect of potentially needing to replace your older wireless chargers with newer ones isn’t ideal, especially if you shelled out $80 for one or both of Google’s own Pixel Stands. Still, if you want the best wireless charging speed for your brand new Pixel 10 phone, it won’t be with wireless chargers that only support older Qi standards.
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