As enterprises move beyond the pilot stage to scaling and operationalizing artificial intelligence, one tech giant is changing the way its AI operations are organized within the company. Meta (Facebook’s parent) announced in early June that it would decentralize AI at the company, distributing ownership of it into Meta’s product groups, according to CTO Andrew Bosworth.
“We believe that this will accelerate the adoption of important new technology across the company while allowing us to push the envelope,” Bosworth wrote in his post announcing the change.
The announcement signals a shakeup of how AI is organized at Meta, with the VP of AI Jerome Pesenti leaving the company and other changes such as the consolidation of several separate AI teams.
The changes at Meta beg the question for other forward-thinking enterprises across industries: ‘Is Meta’s AI reorg the example to follow? How should we think about structuring our own artificial intelligence research and operations?’
How Enterprises Structure Initial AI Practices
Often, enterprise organizations get their start with AI as an initiative driven by a single business unit. For instance, marketing organizations within enterprises have been using AI techniques for a long time now, says Gartner’s lead AI analyst Erick Brethenoux. Then, organizations may distribute their AI practice to business units or product groups, as Meta has just said it will do, with the goal of accelerating adoption across the business.
“That’s not new, right? We’ve seen it over and over again,” Brethenoux says. “People shift from centralized to decentralized to centralized to decentralized — and not just with AI, by the way. They’ve done that with all kinds of other capabilities and competencies within the enterprise.” HR is one example, he says.
A Better Approach: Hybrid
But Brethenoux was surprised to hear that Facebook was moving to a decentralized AI model going forward.
“They should be one of the most advanced, mature companies,” he says. “I was surprised to see that they are doing something that my clients have done before but have come away from.”
Instead, these enterprises that have tried and abandoned the approach taken by Meta — Brethenoux calls them his most mature clients — are operating under a model that’s a hybrid of centralized and decentralized AI.
How Hybrid AI Works
Here’s how he describes how they organize the practice. These enterprises typically start their AI practice under a particular business unit and then that is evolved to find a way to syndicate the AI knowledge to a centralized location (physical or virtual), often called a Center of Excellence, an AI Lab, or a Data Science Lab. But instead of just leaving this AI Lab to operate on its own, these mature companies also establish an executive committee — a steering committee — that has real authority to decide on the projects for this AI Lab.
This AI Lab then reports into a corporate function, not a business unit. Why? Brethenoux says this reporting structure establishes two important things. The first is neutrality among different business units. The second is that it ensures that the projects that are chosen are in alignment with the company’s overall strategy.
That might sound just like a centralized approach. But these companies don’t stop there, Brethenoux says. Next, they take the AI experts from the AI Lab and rotate them through different business units. These experts spend 6 to 12 months in business unit one, then move to business unit two and spend the same amount of time there, and so on. After a full tour, they go back to the AI lab for 3 to 6 months before they return to the rotation again.
“They learn from the field as the AI expert is confronted with the reality of each business unit to understand what is really happening on the ground,” he says. What’s more, “They propagate the knowledge.” The rotating AI experts take the solved problems of one business unit to other business units that may be experiencing similar issues.
“When [organizations] have that model in place where they centralize the knowledge somewhere but have the people rotating across the business functions, they realize that it boosts retention,” Brethenoux says. “Because AI experts are exposed to and are solving a lot of different problems, and the knowledge sharing is intensive. That helps in the retention of people who are normally curious, and AI experts are normally curious people.”
This is the approach that Brethenoux now recommends to his clients, large and small, who are looking for the optimal setup of AI within an organization. It may look a little different depending on the industry you are in — telecom will be different than automotive, and automotive will be different from pharmaceutical. But the skeleton of the setup is the same across all industries, he says.
The multiple crises of the pandemic and all the after-effects of the pandemic — supply chain disruptions, remote work, and more — have accelerated organizations’ move to this kind of setup for the artificial intelligence practices, Brethenoux says, just like other technology initiative timelines have been accelerated.
For IT organizations looking to maximize the value of their AI programs across the organization, the hybrid approach may be the answer.
“People are starting to focus on the outcome of what AI can produce and less on the technology itself,” Brethenoux says.
One of the most irritating (and slightly painful) parts of joining a Microsoft Teams call could soon be fixed by a new update.
The video conferencing service is a popular choice for many companies, meaning calls with large numbers of participants joining at the same time, and from the same location (such as a meeting room) are a common occurrence.
However, often when multiple people join a meeting in the same room, a feedback loop is created, which causes echo, which in most cases quickly escalates to howling – with Microsoft likening the noise to when a musician holds the mic too close to a loudspeaker.
Fortunately, a new fix is coming for Microsoft Teams users. In its entry in the official Microsoft 365 roadmap (opens in new tab), the new “Ultrasound Howling Detection” describes how it aims to prevent this noise for users on Windows and Mac across the world.
Microsoft says that the update should mean if multiple users on laptops join from the same location, it will share with the user that another Teams Device is detected in their vicinity and is already joined with audio to the current meeting.
If a user has already joined with their audio on, Microsoft Teams will automatically mute the mic and speakers of any new the person who then joins the call, hopefully putting an end to the howling and screeching feedback.
Thankfully, the update is already listed as being in development, with an expected general availability date of March 2023, so users shouldn’t have to wait too long to enjoy.
The new updates are the result of using a machine learning model trained on 30,000 hours of speech samples, and include echo cancellation, better adjusting audio in poor acoustic environments, and allowing users to speak and hear at the same time without interruptions.
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Mike Moore is Deputy Editor at TechRadar Pro. He has worked as a B2B and B2C tech journalist for nearly a decade, including at one of the UK’s leading national newspapers and fellow Future title ITProPortal, and when he’s not keeping track of all the latest enterprise and workplace trends, can most likely be found watching, following or taking part in some kind of sport.
Shazam! Fury of the Gods lands in theaters on March 17. (Image credit: Warner Bros.)
The final trailer for Shazam! Fury of the Gods has debuted online – and it looks even more charming, funnier, frenetic, and darker than its predecessor.
Shazam’s sequel flick arrives in theaters worldwide on March 17, so it’s about time we were given another look at the forthcoming DC Extended Universe movie (read our DC movies in order guide to find out where it’ll fit in that timeline). Luckily, Warner Bros. has duly obliged. Check it out below:
Okay, there’s some messy CGI and a slightly corny vibe about Shazam 2. But hey, the first problem can be ironed out before the superhero film takes flight, while the latter is part of what makes this movie series spellbinding (see what we did there?).
But we digress – you’re here because you want to find out what you missed from Shazam! Fury of the Gods‘ new trailer. Below, we’ve pointed out six things you might have overlooked. So, what are you waiting for? Shout “Shazam!” and let’s dive in.
1. Who are the Daughters of Atlas?
For a film centered around Shazam, we don’t actually see the titular superhero appear in the official trailer for the first 20 seconds.
Instead, we get another glimpse at Fury of the Gods‘ villains, aka the Daughters of Atlas. The powerful trio comprises the power-hungry Hespera (Helen Millen), dragon-riding Kalypso (Lucy Liu), and Athena (Rachel Zegler), the latter of whom seems particularly torn about how the sisters are going about their business.
So, why are they gunning for Shazam and his superpowered foster siblings? Essentially, when Billy Batson was gifted his abilities by Djimon Hounsou’s wizard in the film film (available now on HBO Max), one of those powers was the Stamina of Atlas. The Daughters of Atlas aren’t too happy about their father’s ability being passed down to a child, so they want to take back what is theirs – and they’ll do it so by any means necessary.
2. Mythological monsters
Shazam’s first DCEU outing featured some horror-imbued creatures in the form of the Seven Deadly Sins. How, then, do you go about topping (or, at the very least) matching what came before? Throw in a bunch of myth-based monsters, of course.
Kalypso’s imposing dragon is the most notable inclusion. It feature prominently throughout the trailer, and we even get an amusing Game of Thrones reference from Shazam – “Hey, Khaleesi!” – in the movie. Hey, Warner Bros. loves to mention its suite of IPs in as many of its films as possible.
But Kalypso’s wyvern isn’t the only fairy-tale-based beast we see. Minotaurs, griffons, and demonic unicorns are just three of the other monsters who’ll turn up in Fury of the Gods. Basically, don’t expect this to be an easy fight for Shazam and company to save the world.
3. You can’t get the staff these days
Saving earth from a new titanic threat will be even harder when Shazam’s adoptive family are stripped of their powers, too. And it seems that the staff, which was wielded by Hounsou’s wizard in the first movie, is the key to giving and taking those abilities away.
In 2019’s Shazam!, the titular hero gave powers to his foster siblings to help him combat the Seven Deadly Sins and Doctor Sivana. They’ve still got those power in Fury of the Gods, too, but they won’t have them for long, based by what the trailer suggests.
The footage shows Freddy Freeman and Mary Bromfield being drained of their abilities by the Daughters of Atlas at various points. The trio are using the wizard’s staff to rob the teens of their powers, so it’s clearly of major importance to the movie’s main players.
Later, we see Shazam wielding it – not before he asks the wizard to take his powers back, mind you, when he becomes convinced he can’t defeat the Daughters of Atlas. Anyway, Shazam’s brandishing of the staff suggests he needs it to boost his own abilities if he’s going to defeat the movie’s antagonists and give his siblings their powers back. Expect the staff to play a vital role in Fury of the Gods‘ plot, then.
4. Prison break
In order to get the wizard’s staff, it seems the Daughters of Atlas go after Hounsou’s magic wielder to obtain it.
We see Hounsou’s character imprisoned at various points, including a shot of Hespera chastising him for giving the power of the gods to Billy, Freddy, and company. “You ripped it from our father’s core,” she tells him, which implies Hounsou’s wizard might not be as mighty and heroic as we were led to believe.
Anyway, Hounsou’s wizard interacts with Shazam later in the trailer, so he clearly escapes captivity. Whether he does so alone, or he enlists Shazam’s help – does that magic-infused dust, which he sends through his prison cell window, have something to do with it? – is unclear. Regardless, we’ll see Hounsou’s character break out at some stage.
5. Is that you, Doctor Strange?
Remember when we said Zegler’s Athena doesn’t seem as keen to destroy earth as her sisters? That’s because, at the 1: 14 mark, we see her use her powers with a uncertain look on her face. You wouldn’t look like that if you were convinced you were doing the right thing, would you?
Based on the fact she’s pushed away by Kalypso (using the staff no less), seconds later, it seems she’ll be swapping sides at some stage.
Interestingly, it seems the wizard’s staff can do more than give or take a person’s powers away. One perceived ability certainly has an air of the Doctor Strange/Marvel-based mystic arts about them. Just look at the Escher-style nature of how the scenery bends and folds in on itself when Athena is pushed back, and when Shazam evades numerous buildings at the 1: 44 mark. We’d be very surprised if DC and Warner Bros. didn’t take a leaf out of the MCU’s book with such an aesthetic.
6. Light the way
Shazam and his fellow superheroes get a costume upgrade in Fury of the Gods. The group’s threads are more streamlined and less plastic-looking this time around, which is pleasing to see.
Fans had been worried, though, that these suits wouldn’t feature one of the first movie’s most underrated (if somewhat tacky) aspects: the glowing lightning bolt on Shazam’s chest. Shazam’s costume in the 2019 movie was manufactured in a way that allowed the bolt to physically light up, avoiding the problem of having to add awkward lighting effects during the post-production phase.
Thankfully, Shazam! Fury of the Gods‘ official trailer confirms that Shazam’s lightning bolt will glow. However, given the sleeker look of the costumes this time around, it appears that the illumination effect has been added in post. Regardless of how it’s been implemented, we’re just glad it’s a feature that’s been retained.
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Jokes aside about Chrome’s incognito mode, the ability to open a private tab for sensitive browsing is incredibly useful. You can perform searches that you want to keep from affecting your recommendations or appearing in your search history—which applies as much to tax information and medical questions as anything more scintillating.
And now on all phones and tablets, you can protect your incognito tabs from prying eyes by locking them down. A quick tweak to Chrome settings on iOS and Android makes biometric or PIN authentication required to view your private tabs whenever you leave the app and then return. It’s an extra layer of protection for when you forget to close a tab when you’re done—easy to do if you’re constantly hopping between apps. No need to worry about banking info sitting unguarded, for example.
Trying to feature out for yourself is easy. If it’s rolled out to your Android device (or if you’re only now trying it on your iPhone or iPad), just tap on the three dot menu in Chrome, then Privacy and Security. Toggle on Lock Incognito Tabs When You Close Chrome. Now when you switch away from Chrome and then come back, you’ll have to pass an authentication check before you can see and interact with those private tabs again.
For folks who use incognito tabs more on mobile than dedicated apps, this feature is a very welcome addition—and one I hope to see come to desktop computers next. I leave my incognito windows open on PC for long stretches way more often than on a phone or tablet. I haven’t yet met a browser window stuffed with tabs that I didn’t like to keep around. And sometimes I’m reading up on something I don’t want roommates to know about; other times, I have private correspondence I’m working on that I really don’t want to be seen.
I can always lock my PC, but I occasionally forget to slam my fingers on Win + L before dashing off to deal with an overflowing pot or vomiting cat. The best alternative is setting up Dynamic Lock in Windows, but that only works if you move far enough away from your computer to trigger the auto-lock. It unfortunately doesn’t prevent someone also in your kitchen from wandering by your screen and teasing you about your recent discovery of r/illegallysmolcats. Ask me how I know.
Alaina Yee is PCWorld’s resident bargain hunter—when she’s not covering PC building, computer components, mini-PCs, and more, she’s scouring for the best tech deals. Previously her work has appeared in PC Gamer, IGN, Maximum PC, and Official Xbox Magazine. You can find her on Twitter at @morphingball.