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New features make Google’s Spanner a database for AI

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HPE acquires Morpheus Data, bolstering hybrid cloud offering

Google Cloud on Thursday unveiled a series of new capabilities for its Spanner database designed to enable development and deployment of AI applications.

The new features, which the tech giant introduced during a user conference in Tokyo and are now in preview, include Spanner Graph to add graph processing, vector search and full-text search.

Spanner, which Google Cloud first made generally available as Cloud Spanner in 2017, is a multimodal database that has historically supported structured data. To develop AI models and applications, including generative AI, unstructured data is also critical.

Vector search, full-text search and graph processing all help application developers discover and operationalize unstructured data. As a result, the new capabilities — once generally available — will make Spanner an AI database in addition to its other multimodal capabilities in what is a significant move, said Kevin Petrie, an analyst at BARC U.S.

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Enterprises are no longer simply combining their data with large language models to enable generative AI exploration and analysis. Instead, they are developing their own generative AI applications that work in concert with one another. That requires features such as those Google Cloud is adding to Spanner.

“Google’s announcement signals a critical trend in the market,” Petrie said. “AI is a multi-faceted, multi-model endeavor. Companies are not implementing GenAI language models or other types of models in isolation. They are building applications in which multiple models complement one another. In this context, you need an AI database.”

In addition to the new capabilities in Spanner, Google Cloud unveiled new features for its Bigtable database to aid developers as well as new pricing options for its Cloud SQL for SQL server database.

Developing an AI database

Generative AI has the potential to transform business. When combined with an organization’s proprietary data, large language models such as Google’s Gemini and OpenAI’s GPT models enable users to model, query and analyze data using true natural language.

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In turn, by enabling the use of natural language to work with data, generative AI lets non-technical workers who previously didn’t possess the coding skills or data literacy training to use complex analytics and data management platforms to do so. In addition, true natural language enables data experts such as developers and engineers to be more efficient by reducing coding requirements and other manual tasks that occupy much of their time.

As a result, many vendors have made it a priority to develop generative AI tools such as text-to-code translators an AI-powered assistants.

Some enterprises, however, want more. They want to develop their own generative AI applications, tools that understand their business and can be used in conjunction with one another to drive decision-making.

To do so, they not only need access to their data but also must easily and efficiently find the right data to train an individual model. That’s where databases can support AI development.

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Technologies such as graph processing, vector search and text search enable data discovery for AI models and applications, which includes both structured data, such as financial records, and unstructured data, such as text, images and audio files.

In response, vector search has become a core component of many databases over the past year. AWS, Databricks and Oracle are among the many vendors that have added vector search capabilities to deliver the relevant data needed to train generative AI models and applications.

Now, Google Cloud is not just working to add vector search to its Spanner database but also doing so in concert with other technologies that make data retrieval more efficient.

Companies are not implementing GenAI language models or other types of models in isolation. They are building applications in which multiple models complement one another. In this context, you need an AI database.
Kevin PetrieAnalyst, BARC U.S.

“Operational data is critical to bridging the gap between foundation models and truly delivering the promise of AI in the enterprise,” said Andi Gutmans, Google Cloud’s general manager and vice president for databases, during a media briefing on July 26. “A big focus of ours is to enhance our databases to make sure they can deliver the best, most contextually relevant data to enterprise applications.”

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Graph technology differs from traditional relational database technology by enabling data points to simultaneously connect to an unlimited number of related data points rather than just one other data point at a time. Consequently, it speeds up the discovery of data that can be used together to inform an application.

Spanner Graph is a graph processing feature designed to enable developers to use graph query language — the industry standard for graph databases — along with SQL to discover and query connected data.

Vector search, likewise, enables similarity searches to discover more than just one data point or dataset at a time that can be used to train models and applications. Full-text search enables users to simultaneously search large numbers of documents to find relevant data.

“Combining full-text search and vector similarity search capabilities makes perfect sense,” Petrie said.

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One potential real-world example of an enterprise using graph processing, vector search and full-text search — also known as semantic search — within the same database to develop a AI application is customer service, he continued.

The application could be trained to find the right product guide for a customer by using keyword matching, summarize the guide using natural language and then converse with the customer with generative AI. In addition, with machine learning, the application could potentially recommend additional products based on that conversation and the customer’s purchase history.

Vespa is another database that enables multiple search types to facilitate AI development, Petrie noted.

Like Petrie, Doug Henschen, an analyst at Constellation Research, said that the additions of Spanner Graph, vector search and full-text search are important because of what they add to the database’s pre-existing multimodal capabilities.

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Beyond the capabilities themselves, also important are new pricing options for Spanner that add transparency and better enable customers to control their cloud spending.

Spanner Editions provides tier-based pricing at Standard, Enterprise and Enterprise Plus levels. The new search capabilities are available to Enterprise and Enterprise Plus users, though the vendor did not publicize what it costs to use each edition.

“Spanner Graph is clearly the headline, as it fills a gap that Google had in its portfolio,” Henschen said. “But the Spanner Graph feature name falls short of telling the full story, which is that Spanner is becoming a multi-capable, high-scale database offering SQL, graph, full-text search and vector search capabilities through the new Spanner Enterprise and Enterprise Plus editions.”

In addition, by combining different search types in one service within Spanner, Google Cloud is differentiating itself from other database providers such as AWS and Oracle that separate each service within their databases, Henschen continued.

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“I see it as an attractive and compelling combination of capabilities,” he said. “But there’s still room for best-of-breed Google partners, such as Neo4J which offers a dedicated graph database with vector embedding and search capabilities.”

Beyond the new search features in Spanner aimed at enabling AI development, Google Cloud also unveiled the following new database features:

  • Bigtable SQL support to enable customers to use any of more than 100 SQL functions to develop applications.
  • Bigtable distributed counters to simplify embedded application development.
  • An Enterprise Plus edition for Cloud SQL for SQL Server that aims to provide more cost certainty for SQL Server users just as Spanner Editions does for Spanner users.
  • Hosting for Oracle database services including Exadata and Autonomous database services in concert with the recent formation of a strategic partnership between Google Cloud and Oracle.

Petrie noted that the partnership between Google Cloud and Oracle is both interesting and odd given that the two are rivals. However, with Oracle likely generating most of its profit from database services rather than its cloud strategy, he said it makes sense for Oracle to enable customers to deploy databases on Google Cloud’s infrastructure.

Next steps

By adding multiple search types that turn Spanner into a database for facilitating AI development, Google Cloud is making an innovative move, according to Petrie.

“Google has a significant advantage given its massive resources and long expertise with text search and analytics,” he said.

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There is, however, still room for specialized database vendors whose platforms enable customers to carry out many of the same tasks while not tying them to a single data ecosystem such as the Google Cloud Platform, he continued.

Henschen, meanwhile, said that despite what Google Cloud has done to make Spanner a database for AI development, including adding new pricing options, it has customers who use the database for reasons other than AI.

Some use the database, which provides global scalability, for its multi-region and geo-partitioning capabilities but are suddenly being classified as Enterprise Plus customers due to the amount of computational storage they use across regions, according to Henschen. As a result, those users are not served by the database’s new pricing tiers.

“I’d like to see another edition whereby customers who are only interested in Spanner for its multi-region and geo-partitioning capabilities don’t have to choose the highest-priced edition if they’re not interested in using the new graph, text-search and vector-search capabilities,” Henschen said.

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Eric Avidon is a senior news writer for TechTarget Editorial and a journalist with more than 25 years of experience. He covers analytics and data management.

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Friends remains one of the best TV shows ever made – here’s why I can’t stop streaming it on Max and Netflix

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The entire Friends cast stands in the apartment one last time

The late nineties and early aughts ushered in another Golden Age of Television, changing the way we talk about small-screen storytelling with the likes of serious, dramatic fare like The Sopranos, Six Feet Under and The Wire

While those more elevated series scooped awards and critical acclaim, at the same time that era gifted us arguably the last great sitcom: Friends. Its ongoing popularity since being added to the best streaming services is only more testament to that.    

Why is Friends still such a go-to for many of us?

Rachel and Phoebe in Friends

(Image credit: Prime Video)

At the time of its release in 1994, I was a mere 12 years old, not exactly the target demographic, and yet I was hooked from the moment of its UK television premiere on Channel. I rushed home from band practice every Friday to catch the latest episode even though its premise wasn’t designed to lure me in. 

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Pearl Jam’s Jeff Ament and Eddie Vedder on the road

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Pearl Jam's Jeff Ament and Eddie Vedder on the road


On the road with Pearl Jam, lead singer Eddie Vedder’s dressing room contains all the comforts of home: a dartboard (“Gives me a little focus before we run out,” he said); a Chicago Bears football jersey (No. 34, Walter Payton); and a picture of the great Hawaiian surfer Duke Kahanamoku, which always travels with him.

Vedder, who loves to paddle out, likens songwriting to surfing: “You put these building blocks together, so you can kind of, let’s say shape the perfect wave, you know, that has a couple turns, and then a barrel, and then the lyrics come – the lyrics come from surfing that wave.”

Pearl Jam’s latest wave, “Dark Matter,” is the 12th studio album from a band that’s been playing together for nearly 35 years. Vedder said, “Pretty much everything I’ve ever written, it’s always started as a paper napkin. Now cloth napkins, ’cause we’re staying in better hotels!” he laughed.

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Pearl Jam performs at a sold-out concert at Washington-Grizzly Stadium in Missoula, Montana, part of their “Dark Matter” World Tour.

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Vedder was 12 when his mother gave him his first guitar. “My birthday is December 23,” he said. “So, I begged to have the two gifts put together to afford something as extravagant as an electric guitar, which I think was $115.

“I walked in Christmas morning. And I could see the silhouette of it. [!!!]  And then the lights came on and it was a vacuum!  And then everybody finished opening their presents. [I’m getting a little chills!]  And they said, ‘Oh, one more…’ And they pulled out a guitar case. So, that was nice!” Vedder laughed.

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That sounds kind of cruel! “Well, I don’t think they meant to,” said Vedder. “How ’bout my mom getting lucky and getting a vacuum for Christmas?”

Vedder’s record collection included The Jackson 5, James Brown, and The Who. “We had a babysitter bring over ‘Who’s Next,’ and left it there. I didn’t see the sun for about two weeks!” he laughed.

He called The Who’s music a lifeline: “Records like ‘Quadrophenia’ gave me the knowledge and hope and antidote to despair, knowing that somebody else was going through what I was going through.”

Vedder was living in San Diego in 1990, when he heard a group of Seattle musicians was looking for a singer. They sent a cassette of instrumental songs. He wrote lyrics to them, while surfing: “I was doing those midnight shifts security. So, when I went for a surf in the morning, I remember it being super foggy and one of those days where you think, ‘Maybe I won’t go out.’ But I had the music in my head, the instrumental, and just kind of wrote it. And then, I was still wet when I hit ‘record.’”

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Pearl Jam’s Eddie Vedder. 

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Bassist Jeff Ament listened to Vedder’s tape, went out for coffee, then returned to listen to it again. “And then, I remember calling Stone and I said, ‘You need to come over here right now,’” he said. 

Ament, and guitarists Stone Gossard and Mike McCready, flew Vedder up to Seattle to audition.

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“You felt it,” Vedder said. “You were like, ‘Oh, this is what it is. This is heaven.’”

Pearl Jam’s debut album, “Ten,” would be one of the biggest-selling rock records ever, staying on the Billboard charts for nearly five years.

The sudden success was overwhelming: “It was an avalanche that hit us at the front end of all of that,” Ament said. “So, we were just digging out, trying to survive, and you sort of regain control, sort of feel like we were in control of our destiny.”

They fought with their label, refused to make videos, and sued Ticketmaster. Ament said, “I remember those tickets came out, and the tickets would say, $28 Pearl Jam. But then we’d be like, ‘Wait a minute, we’re charging $16.’”

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“You just felt this corporate, you know, fingerprints on you,” Vedder said. “And you wanted to break free, and rebel, and claim your music for yourself and your crowd.”

Pearl Jam and its “crowd” have long been deeply loyal to each other.

In Missoula, Montana, where Ament has lived since he went to the University of Montana, he hosts a fan fair with local non-profits before the gig: “You just want to help people, you just want to do more for the community.” He thinks of this tour stop as a hometown show. “Yeah. It’s like a lot of history, family, and old, old friends,” he said.

anthony-mason-jeff-ament-missoula-mt.jpg
Correspondent Anthony Mason with Pearl Jam’s Jeff Ament in Missoula, Montana.

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On tour, Vedder labors over every set list, selecting from a voluminous list, which also contains “a lot of covers, things we played once.”

How long does that process take? “Sometimes a ridiculously long amount of time!” he laughed.

He writes up his set lists in calligraphy, which he learned to pass the time on the road. “It keeps me focused and entertained,” he said.

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Eddie Vedder’s set list for Pearl Jam’s Missoula, Mont., gig. 

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Does he still enjoy being on the road? “Wrong question!” Vedder laughed.

When several band members got seriously ill this summer, Pearl Jam had to cancel three dates. “This was like a Euro bronchial with pneumonia on top of it,” Vedder said. He described it on stage as almost like a near-death experience. “A near-awful-death experience. I don’t necessarily mind dying!” he laughed.

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WEB EXTRA VIDEO: Pearl Jam performs “Even Flow”: 


Pearl Jam performs “Even Flow” by
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Vedder turns 60 this December. Ament is 61. Mason asked, “You obviously must have a lot of trust that if you all get together, something’s gonna happen?”

“Well, it does,” Vedder replied.

Asked why they think the band is still working after all this time, Ament replied, “It’s miraculous in some ways that we made it through. And then also it’s just a testament to our friendship.”

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“I was gonna say, good, clean living!” Vedder laughed.

You can stream Pearl Jam’s latest album, “Dark Matter,” by clicking on the embed below (Free Spotify registration required to hear the tracks in full):

      
For more info:

     
Story produced by Jon Carras. Editor: Mike Levine. 

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Ultra-strong stretchy material could enable shape-shifting aircraft

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Ultra-strong stretchy material could enable shape-shifting aircraft

An artist’s rendering of a futuristic aircraft with morphable wings

AFRL / NASA

An alloy of titanium and nickel is as strong as steel but stretches like a rubbery polymer. With some clever engineering, it may eventually lead to technologies like shape-shifting aircraft.

Imagine a plane with long wings that contract in midair to become shorter – and make the craft more aerodynamic – as it gains speed. To make this futuristic technology, engineers would need a material that is stretchy enough to change shape yet strong enough to withstand the elements during flight. Xiaobing Ren at the National Institute for…

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Giambattista Valli Women's S/S Haute Couture 2023 #womenswear #hautecouture #GiambattistaValli #2023

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Giambattista Valli Women's S/S Haute Couture 2023 #womenswear #hautecouture #GiambattistaValli #2023


Giambattista Valli Women’s S/S Haute Couture 2023 #womenswear #hautecouture #GiambattistaValli #2023

Music: Cannonball Adderley ~ Aquarius
Album: Soul Zodiac, 1972

About the Brand & Collection:
There’s nothing like the gorgeously sumptuous escapism of a Giambattisa Valli haute couture show. Never mind what darkness there may be around us, his purpose is to create a permanent dolce vita of overwhelmingly pretty color and optimism. “In this confusing moment I like the idea to bring the spectator through, to a holding moment of relaxed and peaceful effortlessness.”

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And there it all was: Giambattista Valli’s recipe for visual relaxation therapy, laid out before us in yards and yards of sugar pinks, pastel blues, and orange sorbet. He had a pinboard full of inspiration pictures of Beverly Hills as a starting point this season. That’s where the sunshine colors came from, he said. Asked about the starting point for the two stunning liquid silver knotted and draped siren dresses somewhere in the middle of the collection, he replied, “Oh, they’re just draped like she’s got out of the pool and just tied it around her. Easy, like a pareo!”
-Sarah Mower(Vogue Runway)

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EmuDeck is slowly taking over my PC gaming setup

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EmuDeck is slowly taking over my PC gaming setup

I was once like you. I thought EmuDeck was just a quick and easy way to set up emulators on my Steam Deck, and despite using it for years, I never thought more of it than that. But slowly over the past few months, EmuDeck has become one of the most essential apps I have installed on my gaming PC.

EmuDeck showed up on the scene in 2022, originally built as a “collection of scripts that allows you to autoconfigure your Steam Deck” for emulation. It will install your emulators, configure them, create directories for your games, and hook into apps like Steam ROM Manager so you can see all of your emulated games in your Steam Deck library. It’s been an essential tool for retro and emulation enthusiasts since release, but EmuDeck has grown into something much more powerful — and it’s not slowing down.

Always humble beginnings

A suite of retro games in the Steam Deck library.
Jacob Roach / Digital Trends

Although most of the documentation for EmuDeck is signed by the “EmuDeck team,” a sole developer remains the main producer of the project — DragoonDorise on GitHub. Speaking with the developer, he told me that the Steam Deck actually wasn’t the inspiration behind the project. “The very first code I built was because when I bought my Odin,” he told me. The Odin is a handheld emulator built on Android. “I didn’t want to do all the setup manually again.”

Get your weekly teardown of the tech behind PC gaming

EmuDeck was originally built for Android, and it was under the name Pegasus Installer. “Everything started with the RetroidPocket 2 and the Pegasus frontend. Setting that up was a chore, so I tried to automate it,” the developer told me. Eventually, the Steam Deck was revealed, and DragoonDorise said it was “a huge deal” for him. “I was lucky enough to get [a Steam Deck] on the first wave and that’s how EmuDeck was born. It took me a weekend to release the first version, and boy, it was rough… but it worked.”

Pegasus Installer became EmuDeck, and at first, it was just for the Steam Deck. Given the handheld form factor and problems getting around desktop mode without a keyboard and mouse, EmuDeck made perfect sense. If nothing else, it minimized the amount of time you’d need to spend on the desktop, all while installing and configuring everything you need through a single, easy-to-use package. But it didn’t stop there.

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Eventually, the ROG Ally came out, following on the Steam Deck’s success. And EmuDeck responded in kind by developing a Windows version of the utility. Now, you’ll find installers for SteamOS, Windows, ChimeraOS, Android, and general Linux distros. You can get EmuDeck on just about any platform now as a quick and easy way to set up your emulators, but I’ve been so drawn to the utility for everything it does beyond its core function.

More than emulation

Cloud sync settings in the EmuDeck apps.
Jacob Roach / Digital Trends

EmuDeck could’ve stopped at just being a utility that automatically configures a bunch of emulators, but it’s grown to encompass a ton of additional features. Here’s a sampling:

  • Compressor — Compresses your ROM library to reduce its size.
  • Auto save — Automatically saves your progress in emulated games when closing them so you don’t need to manually create a save state.
  • Cloud sync — Uses an online storage service like Box or Google Drive to store and sync your save files for emulated games.
  • EmuDecky — A plug-in specifically for the Steam Deck that allows you to access emulator hotkeys from the Steam Deck’s game mode.
  • Local multiplayer — Allows you to start local multiplayer games for emulated titles.
  • Rom Library — A dedicated second Steam Library for the Steam Deck filled only with emulated games.
  • Game mode — A tool that bypasses Windows processes to launch directly into Steam Big Picture mode.

That is just a sampling, too. EmuDeck has a slew of smaller features, from a BIOS checker to Retro Achievements support to migration utilities that allow you to carry your entire library to other systems. All of these features were developed on top of the “gazillion of hours invested in testing” of the core of EmuDeck, too, according to DragoonDorise.

Homebrew games in EmuDeck.
There’s even a collection of homebrew games built into the app. Jacob Roach / Digital Trends

Although I’ve used most of EmuDeck’s features on various machines, game mode has really made the difference in the way I play PC games. As anyone who’s tried to set up a console-like PC knows all too well, you need a keyboard and mouse on hand to at least get into whatever controller-support interface you’re using (usually Steam), and even then, notifications, start-up apps, and other pesky windows can get in the way. With game mode, I’m finally able to have the console-like PC experience I’ve dreamt about for years.

Rebirth of the Steam Machine

An Origin PC Steam Machine.
Digital Trends

Ever since Valve tried (and failed) to get the Steam Machine to catch on, there’s been countless attempts to make a small form factor PC behave like a console. You start it, grab a controller, and plop down on the couch to start playing games. Although there are ways to get close to that experience — specifically with Linux distros like ChimeraOS or HoloISO — you’ve always needed to settle either for a portable keyboard or spotty compatibility due to Linux. Game mode gets around that entire issue.

DragoonDorise describes it like this: “What it does is replace your Windows desktop with Steam, so it boots faster into Big Picture mode — it’s kind of like a Steam Deck.” You can already have Steam immediately launch into Big Picture mode — the controller-friendly interface that mirrors the Steam Deck — and you can set Steam as a startup app. But game mode is doing more than that in EmuDeck.

Game mode inside of EmuDeck.
Jacob Roach / Digital Trends

From what I can tell, it’s doing two main things. First and most important is that it never starts (or at least significantly limits) Windows File Explorer. You might think of File Explorer as just a way to browse your files, but the process in Windows actually does a lot more. It commands the taskbar, your desktop wallpaper, the Start menu, and even your desktop icons. EmuDeck runs a PowerShell script to bypass all of the junk you don’t need for a living room setup and goes directly into Big Picture mode. It takes only a few seconds — if I don’t turn on my TV fast enough, I’ll completely miss the script running.

The other thing it does is suppress notifications and other windows that try to go on top of the Big Picture interface. In my case, I have a VPN installed on my living room PC, along with an outdated AMD driver that I don’t use. I may get everything in order for the PCs I use for work, but when I’m sitting down to relax and game, I’m lazy. They aren’t causing problems, and I couldn’t care less. Both want to command the screen when I sit down and power on my PC and EmuDeck’s game mode stands in the way to block them.

The Registry Editor in Windows 11.
Jacob Roach / Digital Trends

As impressive as game mode is, it can’t actually log you into Windows. Thankfully, I’ve found a simple way around that if you aren’t concerned about security. Go to the Registry Editor and head to the following path: HKEY_LOCAL_MACHINESOFTWAREMicrosoftWindows NTCurrentVersionPasswordLessDevice. Then, set the value of DevicePasswordLessBuildVersion to 0. Restart your PC, press Windows + R and enter netplwiz. Uncheck the box that requires a password, click Apply, enter your current password, and you’re done.

With this setup, I’m able to press the power button on my PC, turn on a controller, and start playing. Since I started using EmuDeck in this way, I haven’t had to break out a Bluetooth keyboard. It feels like I’m properly playing on a console — just with much better performance.

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An essential app

Settings in the EmuDeck app.
Jacob Roach / Digital Trends

EmuDeck started as a way to set up emulators on the Steam Deck, but it’s become a critical part of my PC setup since then. Never since I installed Special K — make sure to read my column on that app — have I found something that will go on any new PC I build. Game mode is the main draw for me, but I’ve engaged with EmuDeck’s other features, too. I have a treasure trove of ROMs on an external hard drive, and EmuDeck allows me to sync my saves between my PC and Steam Deck, as well as keep my configuration consistent between devices.

Even better, most of what EmuDeck offers is free. New features, particularly those developed by EmuDeck alone, first show up for members of its Patreon, but you can get a lot of functionality out of EmuDeck — including its core function of setting up emulators — free of charge. And if you want to sign up and get the latest features, it’ll run you about $35 per year.

Since installing EmuDeck, I’ve played retro classics I would’ve never touched, modded modern games in ways I never thought was possible, and let my consoles gather dust as I transition all of my gaming to PC. If you’re even remotely interested in emulation, give EmuDeck a shot — you’ll be impressed by how powerful it really is.



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CNN TÜRK – 🔴 Canlı Yayın ᴴᴰ – Canlı TV izle

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CNN TÜRK - 🔴 Canlı Yayın ᴴᴰ - Canlı TV izle


HABER | Son Dakika Haber ve Güncel Haberleri İlk Bilen Siz Olun…

#cnntürk #canlı #gündem #haber #sondakika

CNN TÜRK YOUTUBE KANALINA ABONE OL
➤ https://bit.ly/2LzuZ1H

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Canlı Yayın
➤http://www.cnnturk.com/canli-yayin

CNN TÜRK, CNN’in kendi ismiyle, Atlanta dışında yönetilen, 24 saat ulusal bir dilde haber yayıncılığı yapan ilk ulusal kanaldır.

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➤https://www.cnnturk.com/tv

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➤http://www.cnnturk.com/sondakika

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➤ http://facebook.com/cnnturk
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