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Fox News AI Newsletter: Scarlett Johansson's AI accusation

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Fox News AI Newsletter: Scarlett Johansson's AI accusation

Welcome to Fox News’ Artificial Intelligence newsletter with the latest AI technology advancements.

IN TODAY’S NEWSLETTER:

– OpenAI accused of mimicking Scarlett Johansson, tech company pauses ChatGPT voice
– China unveils its first full-size electric running humanoid robot
– How Nvidia became the king chipmaker: from a Denny’s to $2.3T market cap

Scarlett Johansson

Scarlett Johansson. (Getty Images)

‘IN DISBELIEF’: Scarlett Johansson is “angered and in disbelief” by tech company OpenAI over its ChatGPT app’s voice, Sky, noting it uses a voice very similar to hers.

NVIDIA’S RISE: Wall Street is eagerly awaiting the latest earnings report Wednesday from Nvidia, which has experienced rapid growth amid the boom in artificial intelligence technology.

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chinese robot 1

Tiangong, the humanoid robot (CMG)

ELECTRIC RUNNING ROBOT: Standing as tall as an average human and powered by a symphony of sensors and processors, Tiangong has the ability to jog at a steady pace, navigate complex terrain and perform tasks with precision. Tiangong represents a future where robots could possibly become our companions, helpers and perhaps even our friends.

GOOGLE’S BIG REVEALS: Google’s flagship developer conference called I/O just wrapped up with interesting leaps in how the Big Tech giant is planning to change the world. 

google IO conference

Google’s I/O 2024 conference  (Google)

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Even Elden Ring’s game director knows Erdtree is too hard

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Even Elden Ring’s game director knows Erdtree is too hard

As I work my way through Shadow of the Erdtree, the new DLC for Elden Ring, I can’t help but think that game director Hidetaka Miyazaki is trolling the shit outta me.

Speaking with him at Summer Game Fest two weeks ago, Miyazaki said that Erdtree is “by far the biggest in scale in volume” than any other FromSoftware DLC before it. But he also said Erdtree is “about the same volume as the Limgrave part of the base game,” the starting area of Elden Ring, containing “slightly more content.” 

I don’t buy it. While it’s impossible to accurately compare scale in game, I’ve played the game for 30 hours and have already found the new areas in the DLC to be more expansive than Limgrave. Not only is the map itself large, it’s layered, with huge areas propped up on plateaus above, in deep valleys below, and on islands that take some creative platforming to reach.

I’d say it’s far, far larger than Limgrave, with plenty more to do as well. Shadow of the Erdtree honestly feels like it’s big enough to be its own game with its own story — one that was originally intended for Elden Ring but wound up being cut for time before being added back as DLC content.

Erdtree follows the story arc of Miquella, brother of uber boss Malenia and one of the demigods important to Elden Ring lore. To focus on Miquella was, Miyazaki told me, born of the desire to honor George R. R. Martin’s contributions to the game. “[He] gave us all this great mythology to work with,” Miyazaki said. Packaging Miquella’s story as a standalone DLC was essentially “closing the loop” on Martin’s involvement in the game. “It’s really about completing Elden Ring’s circle,” he said.

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But understating the size of Shadow of the Erdtree is just one of the ways it feels like Miyazaki is misleading me. I know he’s trolling me when it comes to difficulty.

I cannot beat Rellana, Twin Moon Knight, the boss ensconced in Castle Enis that players can face five or 50 hours in depending on their exploration choices. (I met her after about 15.) None of my strategies nor any of the game’s built in assistance features — using Mimic Tear Ashes, summoning help from an NPC, changing my weapons or spells, inflicting damaging status effects — seem to work. My best attempt got her down to half of her health and I cannot seem to progress further. And she’s only major boss number two.

According to Miyazaki, this is by design. He said that Erdtree contains “10 plus boss encounters” — honestly, another hilariously absurd understatement, I’ve seen estimates of 55 bosses and up to 80. Thankfully only a small handful of those bosses are necessary to progress the story, while the rest are optional.

“And the ones that [are optional] are especially difficult,” Miyazaki said.

Whenever a new FromSoftware game releases, there’s nearly always a discussion of difficulty. With the DLC, other reviewers have suggested that its difficulty is too extreme. “It’s true that this distinct type of FromSoft-engineered frustration is an indispensable part of the Souls experience,” wrote Alexis Ong in Eurogamer. “This, however, feels like difficulty for difficulty’s sake, turned up to eleven.”

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I agree. But while I think Shadow of the Erdtree could better straddle the line between pleasantly challenging and frustratingly impossible, the game was tuned to Miyazaki’s intentions, representing the lessons the development team learned from the original game’s feedback.

“Traditionally we’ve always liked the higher difficulty curve type of games and experiences, but I think that nature in and of itself alienates a good portion of the game playing audience,” he said. 

A contradictory thing to say considering his comments in a recent interview with The Guardian: “If we really wanted the whole world to play the game, we could just crank the difficulty down more and more, but that wasn’t the right approach. Turning down difficulty would strip the game of that joy, which, in my eyes, would break the game itself.”

He’s not wrong. Elden Ring ceases to be the game of the year it was if it lacks the kind of difficulty FromSoftware is known for. So Erdtree must be hard, but not so hard that it’ll turn players off. But it also can’t be too easy because that will break the game. What to do? The answer, according to Miyazaki, is freedom.

“The amount of freedom that we give players helps offset that difficulty curve and makes the game more accessible and engaging,” he told me.

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I think that worked for Elden Ring, less so for this DLC. In the base game, difficulty could be circumvented with leveling up — the player freedom, as it were. But with the addition of the new DLC-exclusive consumables that increase your attack and defense, becoming more powerful is now dependent on your ability to find those scarce items. As a result, I’ve often found myself fearful of the simplest enemies as encountering more than one at a time will kill me outright. 

“I try to imagine different ways I would want to die as a player or be killed.”

In addition to ensuring that players die a lot, Miyazaki also said that how players die is just as important.

“I try to imagine different ways I would want to die as a player or be killed,” he said, explaining that those thoughts manifested in Elden Ring and in other FromSoftware games as his signature poison swamps. But for Erdtree, he confessed to cutting back on that indulgence — “In the original Elden Ring, I went a little too far.”

There are still poison swamps in Erdtree, “but in other parts of gameplay, there are still many ways to die.”

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One of Hidetaka Miyazaki’s signature poison swamps in Shadow of the Erdtree.
Image: FromSoftware / Ash Parrish

Too many it seems. I’ve been bludgeoned, exsanguinated, frostbitten, and burned. I’ve fallen off cliffs, had cliffs fall on me — beware the fiery rocks the Furnace Golems spew — and I’ve even accidentally killed myself eating an item that refilled my HP while also inflicting poison. 

Despite my tribulations, Miyazaki, like a benevolent god, has faith in me and his players, only giving us trials he believes we can bear.

“We’ve really pushed the envelope in terms of what we think can be withstood by the player,” Miyazaki said. 

He clarified that one of the biggest lessons brought forward from Elden Ring into Erdtree was what the audience found fun over what was stressful. “ We tried to make that the foundation of the boss encounters of the DLC, so hopefully players will find it much more engaging and fun,” he said.

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“But if that is not the case,” he added. “Then I’m sorry.”

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Massive data breach exposes over 3 million Americans' personal information to cybercriminals

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Massive data breach exposes over 3 million Americans' personal information to cybercriminals

A debt collection enterprise called Financial Business and Consumer Solutions (FBCS) has been impacted by a massive data breach that affects millions of Americans. FBCS is a debt collection agency that specializes in recovering charged-off consumer and commercial debts, such as car loans, health care bills, utility bills, student loans and credit cards.

The initial tally of those affected was around 1.9 million, which the company raised to 3 million in June 2024. The data breach leaked a treasure trove of consumer data, including full name, Social Security number (SSN), date of birth, and driver’s license number or ID card. The company has informed affected individuals as well as concerned authorities.

GET SECURITY ALERTS, EXPERT TIPS – SIGN UP FOR KURT’S NEWSLETTER – THE CYBERGUY REPORT HERE

What happened?

According to a data breach notification sample the firm shared with the authorities, threat actors accessed FBCS’ systems on Valentine’s Day, but the company didn’t realize the breach had occurred until Feb. 26. FBCS describes the incident as “unauthorized access to certain systems in its network.”

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What’s concerning is that FBCS didn’t send the notification of the data breach until late April. “This notification was not delayed as a result of a law enforcement investigation,” the company says, maintaining it was conducting its own probe while notifying federal authorities.

The notification indicates that leaked information could include a variety of personal details, such as names, addresses, dates of birth, Social Security numbers, driver’s licenses, state IDs, medical claim information, and even medical records. However, FBCS clarifies that not everyone affected will have all of this data exposed.

Customer service rep (FBCS)

Customer service rep (FBCS) 

PHARMA GIANT’S DATA BREACH EXPOSES PATIENTS’ SENSITIVE INFORMATION

What is FBCS doing about the data breach?

FBCS is taking several steps to make things right. “Upon discovering this incident, we immediately took steps to conduct a diligent investigation to confirm the nature and scope of the incident. As part of FBCS’s ongoing commitment to the security of information on our platform, we also implemented additional safeguards in a newly built environment,” the company said in the notification.

The company is also providing affected individuals a free 24-month credit monitoring and identity restoration service. This data breach may make you more susceptible to phishing, identity theft, and other social engineering attacks. To protect yourself, be careful about what information you share and closely monitor your bank account activity for any suspicious transactions.

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We reached out to FBCS for a comment on this article but did not hear back by our deadline.

A woman working on her laptop (Kurt "CyberGuy" Knutsson)

A woman working on her laptop (Kurt “CyberGuy” Knutsson)

MASSIVE FREE VPN DATA BREACH EXPOSES 360 MILLION RECORD

6 measures to take to protect yourself from a data breach

If you’ve been impacted by this data breach, follow these steps to protect your personal data and privacy.

1) Invest in identity theft protection: If you think your personal data has been leaked, scammers may try to impersonate you to gain access to your private information. The best thing you can do to protect yourself from this type of fraud is to subscribe to an identity theft service. If you’re eligible, take the free CyEx subscription FBCS is offering.

Identity theft companies can monitor personal information like your Social Security number (SSN), phone number and email address and alert you if it is being sold on the dark web or being used to open an account.  They can also assist you in freezing your bank and credit card accounts to prevent further unauthorized use by criminals. See my tips and best picks on how to protect yourself from identity theft.

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2) Place a fraud alert: If you suspect you are a victim, contact the three major credit reporting agencies (Equifax, Experian or TransUnion) and request a fraud alert to be placed on your credit file. This will make it more difficult for identity thieves to open new accounts in your name without verification.

3) Be cautious of phishing attempts: Be vigilant about emails, phone calls or messages from unknown sources asking for personal information. Avoid clicking on suspicious links or providing sensitive details unless you can verify the legitimacy of the request.

The best way to protect yourself from clicking malicious links that install malware that may get access to your private information is to have antivirus protection installed on all your devices. This can also alert you of any phishing emails or ransomware scams. Get my picks for the best 2024 antivirus protection winners for your Windows, Mac, Android & iOS devices.

4) Check Social Security benefits: It is crucial to periodically check your Social Security benefits to ensure they have not been tampered with or altered in any way, safeguarding your financial security and preventing potential fraud.

5) Invest in personal data removal services: While no service promises to remove all your data from the internet, having a removal service is great if you want to constantly monitor and automate the process of removing your information from hundreds of sites continuously over a longer period of time. Remove your personal data from the internet with my top picks here.

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6) Change your password: You can render a stolen password useless to thieves simply by changing it. Opt for a strong password – one you don’t use elsewhere. Even better, consider letting a password manager generate one for you.

TICKETMASTER DATA BREACH EXPOSES 560 MILLION CUSTOMERS’ DATA SAYS IT GROUP

Kurt’s key takeaway

Data breaches and cyberattacks in the U.S. are on the rise. Companies are responsible for protecting customer data, and the least they can do is inform impacted individuals promptly when a cyberattack occurs. FBCS delayed the notification, which might have given attackers time to target unprepared individuals. If you think your data has been compromised, it’s best to take a proactive approach. Start by changing your passwords and monitoring your bank accounts for unknown transactions.

Do you trust companies to safeguard your personal data? Why or why not?  Let us know by writing us at Cyberguy.com/Contact

For more of my tech tips & security alerts, subscribe to my free CyberGuy Report Newsletter by heading to Cyberguy.com/Newsletter

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Ask Kurt a question or let us know what stories you’d like us to cover

Follow Kurt on his social channels

 Answers to the most asked CyberGuy questions:

Copyright 2024 CyberGuy.com. All rights reserved.

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Inside Netflix’s bet on advanced video encoding

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Inside Netflix’s bet on advanced video encoding

Anne Aaron just can’t help herself.

Aaron, Netflix’s senior encoding technology director, was watching the company’s livestream of the Screen Actors Guild Awards earlier this year. And while the rest of the world marveled at all those celebrities and their glitzy outfits sparkling in a sea of flashing cameras, Aaron’s mind immediately started to analyze all the associated visual challenges Netflix’s encoding tech would have to tackle. “Oh my gosh, this content is going to be so hard to encode,” she recalled thinking when I recently interviewed her in Netflix’s office in Los Gatos, California.

Aaron has spent the past 13 years optimizing the way Netflix encodes its movies and TV shows. The work she and her team have done allows the company to deliver better-looking streams over slower connections and has resulted in 50 percent bandwidth savings for 4K streams alone, according to Aaron. Netflix’s encoding team has also contributed to industrywide efforts to improve streaming, including the development of the AV1 video codec and its eventual successor.

Now, Aaron is getting ready to tackle what’s next for Netflix: Not content with just being a service for binge-watching, the company ventured into cloud gaming and livestreaming last year. So far, Netflix has primarily dabbled in one-off live events like the SAG Awards. But starting next year, the company will stream WWE RAW live every Monday. The streamer nabbed the wrestling franchise from Comcast’s USA Network, where it has long been the No. 1 rated show, regularly drawing audiences of around 1.7 million viewers. Satisfying that audience week after week poses some very novel challenges.

“It’s a completely different encoding pipeline than what we’ve had for VOD,” Aaron said, using industry shorthand for on-demand video streaming. “My challenge to (my) team is to get to the same bandwidth requirements as VOD but do it in a faster, real-time way.”

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To achieve that, Aaron and her team have to basically start all over and disregard almost everything they’ve learned during more than a decade of optimizing Netflix’s streams — a decade during which Netflix’s video engineers re-encoded the company’s entire catalog multiple times, began using machine learning to make sure Netflix’s streams look good, and were forced to tweak their approach when a show like Barbie Dreamhouse Adventures tripped up the company’s encoders.

When Aaron joined Netflix in 2011, the company was approaching streaming much like everyone else in the online video industry. “We have to support a huge variety of devices,” said Aaron. “Really old TVs, new TVs, mobile devices, set top boxes: each of those devices can have different bandwidth requirements.”

To address those needs, Netflix encoded each video with a bunch of different bitrates and resolutions according to a predefined list of encoding parameters, or recipes, as Aaron and her colleagues like to call them. Back in those days, a viewer on a very slow connection would automatically get a 240p stream with a bitrate of 235 kbps. Faster connections would receive a 1750 kbps 720p video; Netflix’s streaming quality topped out at 1080p with a 5800 kbps bitrate. 

The company’s content delivery servers would automatically choose the best version for each viewer based on their device and broadband speeds and adjust the streaming quality on the fly to account for network slow-downs.

To Aaron and her eagle-eyed awareness of encoding challenges, that approach seemed inadequate. Why spend the same bandwidth to stream something as visually complex as an action movie with car chases (lots of motion) and explosions (flashing lights and all that noisy smoke) as much simpler visual fare? “You need less bits for animation,” explained Aaron. 

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My Little Pony, which was a hit on the service at the time, simply didn’t have the same visual complexity as live-action titles. It didn’t make sense to use the same encoding recipes for both. That’s why, in 2015, Netflix began re-encoding its entire catalog with settings fine-tuned per title. With this new, title-specific approach, animated fare could be streamed in 1080p with as little as 1.5 Mbps.

She-Ra and the Princess of Power is another good example of an animated show with fairly simple visual complexity versus live action-fare.
Image: Netflix

Switching to per-title encoding resulted in bandwidth savings of around 20 percent on average — enough to make a notable difference for consumers in North America and Europe, but even more important as Netflix was eyeing its next chapter: in January of 2016, then-CEO Reed Hastings announced that the company was expanding into almost every country around the world — including markets with subpar broadband infrastructure and consumers who primarily accessed the internet from their mobile phone.

Per-title encoding has since been adopted by most commercial video technology vendors, including Amazon’s AWS, which used the approach to optimize PBS’s video library last year. But while the company’s encoding strategy has been wholeheartedly endorsed by streaming tech experts, it has been largely met with silence by Hollywood’s creative class.

Directors and actors like Judd Apatow and Aaron Paul were up in arms when Netflix began to let people change the playback speed of its videos in 2019. Changes to the way it encodes videos, on the other hand, never made the same kinds of headlines. That may be because encoding algorithms are a bit too geeky for that crowd, but there’s also a simpler explanation: the new encoding scheme was so successful at saving bandwidth without compromising on visual fidelity that no one noticed the difference. 

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Make that almost no one: Aaron quickly realized that the company’s per-title-based encoding approach wasn’t without faults. One problem became apparent to her while watching Barbie Dreamhouse Adventures. It’s one of those animated Netflix shows that was supposed to benefit the most from a per-title approach. 

However, Netflix’s new encoding struggled with one particular scene. “There’s this guy with a very sparkly suit and a sparkly water fountain behind him,” said Aaron. The scene looked pretty terrible with the new encoding rules, which made her realize that they needed to be more flexible. “At (other) parts of the title, you need less bits,” Aaron said. “But for this, you need to increase it.”

That’s a lot of glitter to properly encode.
Screenshot: Netflix

The solution to this problem was to get a lot more granular during the encoding process. Netflix began to break down videos by shots and apply different encoding settings to each individual segment in 2018. Two people talking in front of a plain white wall were encoded with lower bit rates than the same two people taking part in a car chase; Barbie hanging out with her friends at home required less data than the scene in which Mr. Sparklesuit shows up.

As Netflix adopted 4K and HDR, those differences became even more stark. “(In) The Crown, there’s an episode where it’s very smokey,” said Aaron. “There’s a lot of pollution. Those scenes are really hard to encode.” In other words: they require more data to look good, especially when shown on a big 4K TV in HDR, than less visually complex fare.

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Aaron’s mind never stops looking for those kinds of visual challenges, no matter whether she watches Netflix after work or goes outside to take a walk. This has even caught on with her kids, with Aaron telling me that they occasionally point at things in the real world and shout: “Look, it’s a blur!”

It’s a habit that comes with the job and a bit of a curse, too — one of those things you just can’t turn off. During our conversation, she picked up her phone, only to pause and point at the rhinestone-bedazzled phone case. It reminded her of that hard-to-encode scene from Barbie Dreamhouse Adventures. Another visual challenge!

Still, even an obsessive mind can only get you so far. For one thing, Aaron can’t possibly watch thousands of Netflix videos and decide which encoding settings to apply to every single shot. Instead, her team compiled a few dozen short clips sourced from a variety of shows and movies on Netflix and encoded each clip with a range of different settings. They then let test subjects watch those clips and grade the visual imperfections from not noticeable to very annoying. “You have to do subjective testing,” Aaron said. “It’s all based on ground truth, subjective testing.”

London’s smoggy fog of the early 50s in The Crown made for another encoding challenge.
Screenshot: Netflix

The insights gained this way have been used by Netflix to train a machine learning model that can analyze the video quality of different encoding settings across the company’s entire catalog, which helps to figure out the optimal settings for each and every little slice of a show or movie. The company collaborated with the University of Southern California on developing these video quality assessment algorithms and open-sourced them in 2016. Since then, it has been adopted by much of the industry as a way to analyze streaming video quality and even gained Netflix an Emmy Award. All the while, Aaron and her team have worked to catch up with Netflix’s evolving needs — like HDR. 

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“We had to develop yet another metric to measure the video quality for HDR,” Aaron said. “We had to run subjective tests and redo that work specifically for HDR.” This eventually allowed Netflix to encode HDR titles with per-shot-specific settings as well, which the company finally did last year. Now, her team is working on open-sourcing HDR-based video quality assessment.

Slicing up a movie by shot and then encoding every slice individually to make sure it looks great while also saving as much bandwidth as possible: all of this work happens independently of the video codecs Netflix uses to encode and compress these files. It’s kind of like how you might change the resolution or colors of a picture in Photoshop before deciding whether to save it as a JPEG or a PNG. However, Netflix’s video engineers have also actively been working on advancing video codecs to further optimize the company’s streams.

Netflix is a founding member of the Alliance for Open Media, whose other members include companies like Google, Intel, and Microsoft. Aaron sits on the board of the nonprofit, which has spearheaded the development of the open, royalty-free AV1 video codec. Netflix began streaming some videos in AV1 to Android phones in early 2020 and has since expanded to select smart TVs and streaming devices as well as iPhones. “We’ve encoded about two-thirds of our catalog in AV1,” Aaron said. The percentage of streaming hours transmitted in AV1 is “in the double digits,” she added.

And while the roll-out of AV1 continues, work is already underway on its successor. It might take a few more years before devices actually support that next-gen codec, but early results suggest that it will make a difference. “At this point, we see close to 30 percent bit rate reduction with the same quality compared to AV1,” Aaron explained. “I think that’s very, very promising.”

Meridian was a short film made by Netflix specifically to test and train codecs and algorithms for streaming.
Screenshot: Netflix
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While contributing to the development of new video codecs, Aaron and her team stumbled across another pitfall: video engineers across the industry have been relying on a relatively small corpus of freely available video clips to train and test their codecs and algorithms, and most of those clips didn’t look at all like your typical Netflix show. “The content that they were using that was open was not really tailored to the type of content we were streaming,” recalled Aaron. “So, we created content specifically for testing in the industry.”

In 2016, Netflix released a 12-minute 4K HDR short film called Meridian that was supposed to remedy this. Meridian looks like a film noir crime story, complete with shots in a dusty office with a fan in the background, a cloudy beach scene with glistening water, and a dark dream sequence that’s full of contrasts. Each of these shots has been crafted for video encoding challenges, and the entire film has been released under a Creative Commons license. The film has since been used by the Fraunhofer Institute and others to evaluate codecs, and its release has been hailed by the Creative Commons foundation as a prime example of “a spirit of cooperation that creates better technical standards.”

Cutting-edge encoding strategies, novel quality metrics, custom-produced video assets, and advanced codecs: in many ways, Netflix has been leading the industry when it comes to delivering the best-looking streams in the most efficient ways to consumers. That’s why the past 14 months have been especially humbling.

Netflix launched its very first livestream in March of 2023, successfully broadcasting a Chris Rock comedy special to its subscribers. A month later, it tried again with a live reunion event for its reality show Love Is Blind — and failed miserably, with viewers waiting for over an hour for the show to start.

The failed livestream was especially embarrassing because it tarnished the image of Netflix as a technology powerhouse that is lightyears ahead of its competition. Netflix co-CEO Greg Peters issued a rare mea culpa later that month. “We’re really sorry to have disappointed so many people,” Peters told investors. “We didn’t meet the standard that we expect of ourselves to serve our members.”

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Netflix wants to avoid further such failures, which is why the company is playing it safe and moving slowly to optimize encoding for live content. “We’re quite early into livestreaming,” Aaron said. “For now, the main goals are stability, resilience of the system, and being able to handle the scale of Netflix.” In practice, this means that Aaron’s team isn’t really tweaking encoding settings for those livestreams at all for the time being, even if it forces her to sit through the livestream of the SAG Awards show without being able to improve anything. “We’re starting with a bit more industry-standard ways to do it,” she told me. “And then from there, we’ll optimize.”

The same is true in many ways for cloud gaming. Netflix began to test games on TVs and desktop computers last summer and has since slowly expanded those efforts to include additional markets and titles. With games being rendered in the cloud as opposed to on-device, cloud gaming is essentially a specialized form of livestreaming, apart from one crucial distinction. “They’re quite different,” said Aaron. “[With] cloud gaming, your latency is even more stringent than live.” 

Monday Night RAW is coming to Netflix next year and will bring with it even more opportunities to challenge the streamer’s video encoding technology.
Photo: WWE/Getty Images

Aaron’s team is currently puzzling over different approaches to both problems, which requires them to ignore much of what they’ve learned over the past decade. “The lesson is not to think about it like VOD,” Aaron said. One example: slicing and dicing a video by shot and then applying the optimal encoding setting for every shot is a lot more difficult when you don’t know what happens next. “With live, it’s even harder to anticipate complex scenes,” she said.

Live is unpredictable: that’s not just true for encoding but also for Netflix’s business. The company just inked a deal to show two NFL games on Christmas Day and will begin streaming weekly WWE matches in January. This happens as sports as a whole, which has long been the last bastion of cable TV, is transitioning to streaming. Apple is showing MLS games, Amazon is throwing tons of money at sports, and ESPN, Fox, and Warner Bros. are banding together to launch their own sports streaming service. Keeping up with these competitors doesn’t just require Netflix to spend heavily on sports rights but also actually get good at livestreaming. 

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All of this means that Aaron and her team won’t be out of work any time soon — especially since the next challenge is always just around the corner. “There’s going to be more live events. There’s going to be, maybe, 8K, at some point,” she said. “There’s all these other experiences that would need more bandwidth.”

In light of all of those challenges, does Aaron ever fear running out of ways to optimize videos? In other words: how many times can Netflix re-encode its entire catalog with yet another novel encoding strategy, or new codec, before those efforts are poised to hit a wall and won’t make much of a difference anymore?

“In the codec space, people were saying that 20 years ago,” Aaron said. “In spite of that, we still find areas for improvement. So, I’m hopeful.”

And always eagle-eyed to spot the next visual challenge, whether it’s a sea of camera flashes or a surprise appearance by Mr. Sparklesuit.

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