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18 Star Trek desk accessories to turn your home office into the Enterprise

TechRadar News - Fri, 09/25/2026 - 06:36

I've recently been re-watching Star Trek: The Original Series on DVD - you know the ones, in the colored clamshell cases with unaltered special effects. Just as Kirk intended. That got me thinking about how to bring the Enterprise into my workspace. Because despite the rumors, tech journalists aren't exploring life beyond our own solar system nearly as often as you'd think.

Now, I can't afford to rebuild my office into an exact replica of the bridge of the Enterprise (my wife simply won't allow it, unfortunately). But what I can do is find some cool Star Trek home office gear that at least lets us pretend we're boldly going where no one has gone before, even when we're just replying to emails from the captain boss.

Starfleet-approved home office gear

FAMETEK Star Trek TNG USS Enterprise Bluetooth Speaker

The Unemployed Philosophers Guild Star Trek Transporter Heat Transforming Mug

The Unemployed Philosophers Guild Star Trek Sticky Notes Booklet

Open Road Brands Star Trek Starship Chart Silver Metal Sign

VINYL REVOLT Art Home Room

Star Trek: The Next Generation 2-set tumblers

The Unemployed Philosophers Guild Star Trek Memo Pad

Star Trek Desk Lamp

Silver Buffalo Star Trek NCC-1701 Fleece Throw Blanket

GRAPHICS & MORE Star Trek United Federation of Planets Coaster Set

The Unemployed Philosophers Guild Trek Captain's Log Large Notebook

GRAPHICS & MORE Star Trek United Federation of Planets Chrome Plated Metal Envelope

GRAPHICS & MORE Star Trek Starfleet Command Mouse Pad

Bomb Pop Boutique Desk Organizer

Numskull Accessory Locker & Storage Stand

UHURU Wireless Gaming Mouse

Workman Publishing Star Trek: Light-And-Sound Communicator

Entertainment Earth Klingon Insignia Chair Capes

Categories: Technology

EU-Philippines Trade Deal Nears Final Agreement, but Key Digital Rules Remain Unpublished

TechRepublic News - Fri, 09/25/2026 - 06:35

The EU and Philippines are nearing a trade pact that could reshape digital commerce, cloud access, and public-sector tech procurement.

The post EU-Philippines Trade Deal Nears Final Agreement, but Key Digital Rules Remain Unpublished appeared first on TechRepublic.

Categories: Technology

Best Laptops for Android Users in 2026: Googlebook, Galaxy Book and More

TechRepublic News - Fri, 09/25/2026 - 06:25

Googlebook, Galaxy Book, Chromebook Plus, and Windows laptops take different approaches to Android apps, file sharing, messages, calls, and phone continuity.

The post Best Laptops for Android Users in 2026: Googlebook, Galaxy Book and More appeared first on TechRepublic.

Categories: Technology

A new PS Portal software update is here to 'support the long-term battery health of your device' by introducing a charging cap — here's how to make yours last longer

TechRadar News - Fri, 09/25/2026 - 06:19
  • A new PlayStation Portal software update has been released
  • The update introduces a new 80% default charging limit to ensure the device's long-term battery health
  • Players can increase the limit manually, but Sony advises against it

Sony has rolled out a new PlayStation Portal software update to improve stability and support the device's long-term battery health.

As detailed in the version 7.1.7 patch notes, the update "introduces changes to how your PS Portal charges in order to support the long-term battery health of your device" and means that it will now charge to just 80% by default.

While 80% is the default limit, users can increase the cap at any time in Settings > System > Battery; however, Song strongly recommends the alternative as it could impact the PS Portal's longevity.

"Selecting a charge limit over 80% might impact battery performance and overall stability, reducing long-term battery health," the patch notes.

It's reasonable to want to charge your device to 100% every time the battery depletes, but Sony's new default charge limit sounds like a great solution if you want to keep your PS Portal in good shape for a long time.

The full version 7.1.7 patch notes can be read below.

  • This update introduces changes to how your PS Portal charges in order to support the long-term battery health of your device. After updating, your device will charge to 80% by default. You can change the charge limit at any time in Settings > System > Battery.
    • Selecting a charge limit over 80% might impact battery performance and overall stability, reducing long-term battery health.
  • Make sure to update your PlayStation Link device to the latest device software version to connect to PlayStation Portal.
    • To update your PlayStation Link device, connect it to a PS5 or PC using its PlayStation Link USB adapter. For more details visit the guides below.
  • We've improved system software performance and stability
  • We've improved the messages and usability on some screens
Categories: Technology

GPT-6 Sol and Luna: What OpenAI’s Cheaper Models Mean for AI Agents

TechRepublic News - Fri, 09/25/2026 - 06:14

OpenAI launched GPT-6 Sol and Luna with lower API prices, cheaper caching and stronger coding results aimed at reducing the cost of AI agents.

The post GPT-6 Sol and Luna: What OpenAI’s Cheaper Models Mean for AI Agents appeared first on TechRepublic.

Categories: Technology

5 Best AirPods Pro 3 Alternatives for 2026

TechRepublic News - Fri, 09/25/2026 - 06:05

Five AirPods Pro 3 alternatives from Sony, Bose, Samsung, CMF, and Sennheiser compete on ANC, battery life, Android support, comfort, and price.

The post 5 Best AirPods Pro 3 Alternatives for 2026 appeared first on TechRepublic.

Categories: Technology

Best Video Editing Apps for Android in 2026: Premiere, CapCut, LumaFusion and More

TechRepublic News - Fri, 09/25/2026 - 05:47

The best Android video editing apps for 2026 include Adobe Premiere, CapCut, LumaFusion, PowerDirector, and KineMaster for different editing needs.

The post Best Video Editing Apps for Android in 2026: Premiere, CapCut, LumaFusion and More appeared first on TechRepublic.

Categories: Technology

Snapdragon 8 Elite Gen 6: What Qualcomm’s 5GHz Chip Means for 2027 Android Phones

TechRepublic News - Fri, 09/25/2026 - 05:34

Snapdragon 8 Elite Gen 6 could bring faster performance, more on-device AI, better gaming, and upgraded cameras to 2027 Android phones.

The post Snapdragon 8 Elite Gen 6: What Qualcomm’s 5GHz Chip Means for 2027 Android Phones appeared first on TechRepublic.

Categories: Technology

Google's creepy new Gemini Live Avatars want to try and make online support bots feel more human

TechRadar News - Fri, 09/25/2026 - 05:25
  • Gemini 3.8 Live now includes custom avatars to go with the AI's voice
  • Avatars could be used for customer service, training and more
  • Gemini 3.8 Live can switch between 97 languages automatically

Google has lifted the wraps of its latest Gemini 3.8 Live model, and with it come avatars you can select to make it feel more like you're speaking to a human. Sort of.

It's all possible through a combination of Gemini's real-time speech capabilities and low-latency video generation, so it looks like your chosen avatar is effectively lip-syncing to the text that Gemini is reading out to you.

Research scientist Shuo-yiin Chang and software engineer CJ Zheng said it now feels like AI has a much more "visual presence" - so that's...nice?

Gemini now takes on the body of your chosen avatar with Gemini 3.8 Live

Avatars are designed specifically for enterprise users, but rather than company employees talking to an avatar to get their work done, Google sees it more as showing off what's possible for its customers' end users. In other words, avatars could be used for customer service, receptionists, training and more.

From launch, businesses will be able to select from a library of preset avatars, but they can also create custom avatars to fit a company's branding, for example with a relevant logo on its uniform.

On the safety front, Google asserts that videos of its avatars include SynthID watermarking to verify that they are indeed AI-generated. "This imperceptible watermark is woven directly into the audio and video output, helping to ensure AI-generated content remains detectable to help minimise misinformation and misattribution," the company wrote.

In a separate post, Google also revealed that Gemini 3.8 Live can now support 97 languages and automatic language switching to make multilingual conversations more seamless. A more hardcore version of that model, 3.8 Live Extended Thinking, outperformed GPT-Live-1 Astra and Grok Voice Think Fast 2.0 across multiple benchmarks while still ending up cheaper to run per hour of input audio.

Categories: Technology

Meta Previews Muse Charm: What You Could Do With This AI Device on the Go

TechRepublic News - Fri, 09/25/2026 - 05:18

Meta previews Muse Charm, a pocket-size AI device with cameras and 5G, as the company tests how dedicated AI hardware could fit into everyday phone use.

The post Meta Previews Muse Charm: What You Could Do With This AI Device on the Go appeared first on TechRepublic.

Categories: Technology

Apple Watch Series 12 vs Galaxy Watch9: Which $400 Smartwatch Should You Buy?

TechRepublic News - Fri, 09/25/2026 - 04:47

Apple Watch Series 12 and Galaxy Watch9 are close in price, but phone compatibility, health tools, battery life, and AI separate the two.

The post Apple Watch Series 12 vs Galaxy Watch9: Which $400 Smartwatch Should You Buy? appeared first on TechRepublic.

Categories: Technology

Upgraded to an iPhone 18 Pro? Satechi’s Early Prime Day Sale Lops 50% Off Essential USB-C Cables

CNET News - Fri, 09/25/2026 - 04:38
You can never have too many charging cords, especially when you can nab a bunch for cheap.
Categories: Technology

New Clayface trailer's Batman Easter egg renews fan hopes over Caped Crusader cameo

TechRadar News - Fri, 09/25/2026 - 04:30
  • A new trailer has been released for DC Studios' Clayface
  • The body horror movie will take shape in theaters worldwide this October
  • It features a really cool Easter egg that's renewed hope over a Batman cameo

DC Studios has release one final trailer for Clayface — and it contains a specific Batman reference that's set tongues wagging among comic book fans.

Revealed yesterday (September 24), the movie's latest teaser offers a fresh look at its body horror vibes, slick cinematography, and Matt Hagen's tragic villain origin story. Thankfully, the DC Universe (DCU) film's latest round of footage doesn't reveal the titular character's final, grotesque form, meaning audiences will have to check it out in theaters if they want to see Clayface in all of his gruesome, malleable glory.

The comic book flick's new trailer arrives five months after Clayface's first "super freaky" teaser. Two months later, Clayface trailer #2 was unleashed upon the world and left fans with many, many questions — the most pressing of which was whether the shapeshifting villain's primary foe Batman would appear.

Even if the Caped Crusader does show up in the DCU Chapter One movie, Clayface's cast and crew are doing their best not to give away what would be one of the film's biggest surprises. That said, fans have spotted a very specific Batman Easter egg in Clayface's final trailer that's sparked new hope that the Gotham City-based vigilante will make an appearance — even if it's just as a silhouetted cameo — in the James Watkins-directed feature.

Why a musical motif in the new Clayface trailer has excited Batman and DC Comics fans alikeComment from r/DC_Cinematic

So, what's this big Batman reference that some DC fans noticed in Clayface's newest teaser? Skip to the 1:30 mark of the trailer and you might recognize a very familiar motif that plays as the forthcoming film's title card appears on the screen.

Batman fanatics won't need me to explain this Easter egg to them. For those not in the know, though, the brief musical snippet we hear is an exact replica of Clayface's theme from fan-favorite 1990s TV show Batman: The Animated Series (B:TAS), which you can watch right now on HBO Max.

Now, this doesn't give any indication that the Dark Knight will have a walk-on part in DC Studios' next big-screen offering. After all, despite reports that studio co-heads James Gunn and Peter Safran have cast an unlikely star as the DCU's Batman, the pair have consistently denied that anyone has been hired to play Bruce Wayne and his superhero alter-ego in their nascent cinematic franchise.

Nevertheless, the use of Clayface's theme from B:TAS has captured some fans' imagination — and with good reason. Clayface's story is heavily inspired by 'Feat of Clay', a two-part tale from B:TAS that's viewed as some of the best storytelling in the beloved cartoon's four-season run.

If nothing else, fans are excited about this musical nugget because, if Clayface is half as good as 'Feat of Clay' is, it could be the best DCU movie so far. Throw a Batman cameo into the mix, though, and it'll generate even more headlines than many of us expected when it's released on October 23.

For more on the upcoming comic book film, find out everything else we know so far about Clayface.

Categories: Technology

Motorola Signature 27 will be the first non-Pixel phone to support GrapheneOS

TechRadar News - Fri, 09/25/2026 - 04:27
  • GrapheneOS will work with the Motorola Signature 27
  • This will be the first non-Pixel phone to support the operating system
  • Some future Motorola phones are also expected to support it

It must be very difficult for a mobile operating system to tempt users away from Android or iOS, but on a small scale at least GrapheneOS seems to be doing so — and it’s now a little bit easier to get ahold of.

You see, this privacy-focused operating system that’s been built on top of the Android Open Source Project (AOSP), was previously limited to Pixel phones — which is somewhat ironic given it’s likely to appeal to people who want to escape Google’s grasp. But now it’s finally coming to a Motorola phone too.

The device in question is the newly launched Motorola Signature 27. This is a high-end handset, powered by the brand-new Snapdragon 8 Elite Extreme Gen 6 chipset — making it even more powerful than the likes of the Samsung Galaxy S26 series. It also has a 6.8-inch screen and four rear cameras, so this is set to compete with the absolute best Android phones.

But unlike most of those rivals, you’ll be able to install GrapheneOS on it, as confirmed by the GrapheneOS X account. In fact, you might not even need to install it, as versions of the handset that ship with GrapheneOS pre-installed in place of Android are apparently planned too.

However, it’s unclear when that will be, or even when the Motorola Signature 27 will ship at all — though Motorola’s US site says to expect it sometime in November.

The GrapheneOS App Store (Image credit: Future // Rob Dunne)Hopefully the first of many

Whenever it does land it’s sure to be expensive (though pricing hasn’t yet been announced), but the GrapheneOS team have spoken about bringing its operating system to some future Motorola phones too, including possibly some lower end ones.

That said, there are some issues to solve, with the team previously saying (via Android Police) that “it's mostly due to how Qualcomm handles it. The latest Snapdragon flagships have the best security features. We'll also need Motorola to start paying them for longer updates below flagships."

So in other words it sounds like the use of this new chipset, alongside long-term software support, is why the operating system is being brought to the Motorola Signature 27 specifically.

Still, it’s nice to see GrapheneOS become at least slightly more widely available, and perhaps if previous chipsets were an issue, we might start seeing it brought to other Android brands once they launch phones with Qualcomm’s new silicon.

This is probably never going to be a truly mainstream OS, but by combining most of the familiarity of Android (including access to the Google Play Store if you choose to install it), with increased privacy and security features — particularly when it comes to what data is shared with Google and apps — it’s a very promising alternative to the big names for more privacy-conscious users.

Categories: Technology

What's new at Lego for October? New sets to get stuck into — including a Holiday countdown kit

TechRadar News - Thu, 09/24/2026 - 22:00

Summer is officially over, and the cooler weather is a perfect excuse, if you needed one, to cosy up at home with a Lego kit. So what does Lego have new in for October? It's not quite as extensive a lineup as I've seen in previous months — and there's a disappointing lack of Spooky Season sets — but there are still some gems worth checking out.

One standout addition is the Santa Holiday Countdown; a jolly Mr Claus perched in a chimney with an adjustable countdown clock set into it. Listen, I know it's too early to be thinking about holiday season, but apparently Lego didn't get that memo — and I have a feeling this one is going to be popular. If you're an early celebrator, there's also a Buddy the Elf (complete with candy canes, one of the four main food groups) joining the lineup.

For UK residents and fellow Bristolians in particular, I'm very pleased to see Aardman making an overdue Lego debut. You can now swap plasticine for bricks and build your own Wallace & Gromit on motorbike and sidecar. And while this US lineup is sorely lacking in new kits for Halloween, Brits can at least have the option of a couple of new Wednesday themed sets. Have fun sorting out all those black and gray bricks.

Scroll down to explore all the new Lego sets for October.

New Lego for October: US kits

Jump down the new UK launches

Lego Santa's Holiday Countdown

Lego Pokémon Iconic Trainer Moments Poké Ball

Lego Buddy the Elf

LEGO® Christmas Stocking

Lego Pokémon Up-Scaled Red Minifigure

Lego Marvel Avengers: Doomsday Quinjet

New Lego for October: UK kits

Lego Ideas Wallace & Gromit

Lego Santa's Holiday Countdown

Lego Pokémon Iconic Trainer Moments Poké Ball

Lego Buddy the Elf

Lego Icons Bookshop: Book Nook

LEGO® Christmas Stocking

Lego Wednesday Backpack

Lego Wednesday Nevermore Academy

Lego Pokémon Up-Scaled Red Minifigure

Lego Marvel Avengers: Doomsday Quinjet

Categories: Technology

This Blink video doorbell has dropped to an astonishing AU$27.99 in this early Prime Day deal

TechRadar News - Thu, 09/24/2026 - 21:40

Video doorbells used to be fixtures in sci-fi media as futuristic tech, but fast-forward to 2026, almost anyone can install one in their home for not much money or effort, with a lot of the best video doorbells making for an easy home security upgrade.

But if you still find those options a bit pricey, the Blink Video Doorbell System discounted to just AU$27.99 ahead of Amazon’s Prime Big Deal Days sale next week, should certainly make for a no-brainer addition to your home.

This discount matches the Blink Video Doorbell System’s last all-time low price during the last Prime Day sale in July. It’s worth noting, though, that many of the features are locked behind the AU$4.95/m Blink Basic or AU$15/m Blink Plus subscription plans, so those costs should be considered if you want video storage, person detection and more. Amazon is also offering a bundle with two Blink Mini 2K+ cameras for AU$48 or 74% off, perfect for a good starter home security system.View Deal

In our Blink Video Doorbell review, we called it one of the easiest security systems to install, with two different mounting options to suit any household, and setting it up within the Blink mobile app with the included Sync Module Core (which serves as the central system hub) takes just three steps.

Our tester found that it has good image quality at 1440p resolution and 30 frames per second, stable video connection, a wide 150º horizontal field of view and battery life rated for up to two years via three AA lithium batteries.

There’s no included indoor chime, but you can pair this doorbell with a Blink Mini camera that’s sold separately (but you can also buy a bundle with two Blink Mini 2K+ cameras for AU$48) or connect via the Alexa app on your phone to an Amazon Fire Stick or Amazon Echo Show to let you see who’s at your door on your TV or smart display.

As mentioned above, lots of features are locked behind a subscription plan, including video recording, cloud video storage, video sharing, person and vehicle detection, even photo capture. The Blink Basic Plan applies to just one device for AU$4.95 per month or AU$49.95 per year, while Blink Plus lets you add an unlimited number of Blink devices for AU$15 per month or AU$150 per year. For most households, though, the former is a good starting point at a reasonable price, which is made even more enticing by the device’s whopping 72% price drop.

Want to explore your options? Amazon has also discounted more Blink video doorbell models and cameras here.

Categories: Technology

Stuart Fails to Save the Universe episode 10 felt 'surreal' for cast thanks to Big Bang Theory twist

TechRadar News - Thu, 09/24/2026 - 21:00

Spoilers for Stuart Fails to Save the Universe episode 10 ahead.

We've finally arrived at the end of Stuart Fails to Save the Universe (SFtStU) and episode 10 certainly didn't let us down. In fact, it's the closest to The Big Bang Theory (TBBT) that we've been since 2019.

Although Sheldon (Jim Parsons) and Leonard (Johnny Galecki) don't appear in the finale — remember, they built the multiversal machine that Stuart (Kevin Sussman) has been responsible for breaking, this season's finale takes us back to where it all began in a different way.

Indeed, as Kevin, Denise (Lauren Lapkus), Kripke (John Ross Bowie), and Bert (Brian Posehn) arrive in yet another alternate universe, they're confronted with others versions of themselves filming the HBO Max show in front of a live studio audience.

Aside from Georgie & Mandy's First Marriage, creators haven't used a sitcom studio multicam format since TBBT itself.... but the Easter eggs don't stop there.

For Posehn and Bowie, the entire thing was "surreal," but could it indicate more of what we can expect to see in the future, including the already greenlit SFtStU season 2?

'It felt like the old show but wildly different'

"Episode 10 definitely felt the most surreal for me," Posehn told me.

"It was interesting because it was the only time during the entire run of this show that we had a studio audience there," Bowie added. "It felt like a real mix of being like the old show, but also feeling wildly different."

"We were back on that same stage, weren't we? Stage 25," Posehn continuds. "That's our old stage, so that was really weird."

You heard correctly. As the gang point out, while leaving the live studio audience behind, they've been plopped onto Stage 25 on the Warner Bros. studio lot in Burbank, California. The stage was named lot is officially named "The Big Bang Theory Stage" in honor of the aforementioned sitcom's 10-season run.

Fun fact: Stage 25 is one of only five stages on the entire lot to be named after a show, with the other four being The Ellen DeGeneres Show, E.R., Friends, and Two and Half Men. Stage 25 is part of the public lot tour, but that's the closest we've been to reviving its TBBT spirit, until now.

"The whole thing was just extremely trippy and fun," Bowie agreed.

I hope more of these incredibly obvious tributes to the original series are made in Stuart Fails to Save the Universe season 2, purely for the fun and whimsy of it. I don't massively mind if Sheldon and Leonard never turn up, but I do want Chuck Lorre to bring George Cooper back to life... but that's another story.

Categories: Technology

Thunderobot just launched a laptop that uses a special RAM-like SSD to boost AI performance — AI Master M7000 packs Ryzen AI Max+ 395 with 64GB RAM, runs 120B MoE models

TechRadar News - Thu, 09/24/2026 - 20:25
  • Thunderobot uses SSD storage to help its 64GB laptop run huge AI models
  • The M7000 can reportedly run GPT-OSS-120B despite having 64GB of memory
  • Phison's aiDAPTIV+ technology turns part of the SSD into an AI cache

Thunderobot has released the AI Master M7000, a 16-inch mobile workstation built around AMD's Ryzen AI Max+ 395 processor.

The M7000 comes with 64GB of LPDDR5X-8000 memory and Radeon 8060S integrated graphics for demanding workloads.

Its 768GB drive incorporates an 85GB caching layer designed to help AI workloads handle models exceeding available system memory.

AI workloads get an unusual storage assist

The M7000 uses LPDDR5X-8000 memory, while its processor provides 16 cores, 32 threads, boost speeds reaching 5.1GHz, and an XDNA 2 neural processor.

AMD rates the neural hardware at 50 TOPS, while the Radeon 8060S configuration reaches as many as 40 compute units for graphics and accelerated workloads.

Thunderobot says the device can run GPT-OSS-120B locally, despite having 64GB of physical memory available for applications and operating-system requirements.

Its unified memory architecture allows processor and graphics resources to access shared memory, supporting workloads that frequently move substantial model data.

The additional cache comes from Phison’s aiDAPTIV+ technology, which uses part of the internal storage to hold data associated with artificial intelligence workloads.

Rather than functioning as conventional RAM, this arrangement keeps selected information on the SSD when unified memory capacity becomes restrictive during demanding workloads.

Such information can include Key-Value cache, less-active mixture-of-experts components, and model data that applications may require again during processing.

Phison has also shown this storage approach with computers carrying considerably less memory, including a 32GB laptop running the same 120B model.

The technology addresses a limitation faced by large local models, where available memory can restrict the performance of certain workloads.

A 160W mobile workstation with unusually high specifications

Thunderobot gives the M7000 a 160W operating profile supported by two fans and three heat pipes for sustained processing.

The device also uses a 2560×1600 display running at 165Hz, with 500-nit brightness and complete sRGB coverage for color-sensitive work.

Power comes from a 99Wh battery, while the chassis weighs 2.45kg despite its workstation-oriented hardware and cooling requirements.

The display and cooling configuration add considerable hardware capability without changing the notebook’s emphasis on local computing.

For connectivity, this device includes OCuLink, USB-C supporting 40Gbps transfers, HDMI 2.1 FRL, 2.5Gb Ethernet, and a UHS-II microSD reader.

OCuLink provides another high-speed connection for compatible external hardware, giving users added expansion options beyond the laptop's built-in resources.

Thunderobot lists the M7000's Chinese retail price at 24,999 yuan, which converts to roughly $3,733 based on current exchange rates.

That figure places the device well beyond typical gaming budgets, despite the company's product lineup historically centering on gaming hardware.

This device instead reads as an artificial intelligence laptop, given how conspicuously its marketing and branding lean toward AI use cases.

Yet it remains surprising that the caching arrangement still falls short of matching genuine additional system memory in practice.

Via Videocardz

Categories: Technology

Google’s AI Wants to Call Stores for You — Here Are the Problems With That

CNET News - Thu, 09/24/2026 - 19:58
Hate talking on the phone? Gemini’s got an answer, but you’ll still need to be in charge.
Categories: Technology

China publishes 'landmark paper' on AI-to-AI technique that kicks human 'bottleneck' out of the loop and replaces us with an AI 'modem' — C2C brainwave direct connection achieves 150% boost in inference speed

TechRadar News - Thu, 09/24/2026 - 19:15
  • Cache-to-Cache lets separate AI models exchange internal information without generating text
  • A learned Fuser converts one model’s internal data for another
  • C2C uses selective gating to control which layers receive information

Researchers from Tsinghua University have published a paper describing a technique that lets separate AI models exchange information without producing any text.

The method, called Cache-to-Cache (C2C), has already been accepted at ICLR 2026 and ships with open-source code available to developers.

It targets a specific inefficiency present whenever multiple language models work together inside a shared pipeline.

Skipping words entirely

When two AI models cooperate today, one has to turn its thinking into written sentences before the other can read them.

That writing step takes real computing time and throws away small details buried inside the first model's raw thinking process.

Every AI model keeps a working memory of everything it has processed so far, known technically as a cache.

C2C skips typed language entirely by letting one model pass that working memory straight into a second model's memory bank.

A small assistance program called a Fuser handles this handoff, reshaping and rotating the information so the second model can actually use it.

Different AI models store their memories using completely different internal layouts, sizes, and structures from one another.

Simply dumping one model's raw memory into another would likely confuse it or cause its answers to fall apart.

To prevent that, C2C includes a smart filter that decides which pieces of incoming memory are worth absorbing immediately.

Some internal layers accept the new information right away, while other layers keep reasoning independently without any outside interference.

According to the researchers, this setup makes AI models run between 100% and 150% faster during shared collaborative tasks.

That upper figure works out to roughly two and a half times quicker than the usual back-and-forth typing process.

The team also reports accuracy gains as high as 14.2% when models work together instead of operating entirely alone.

Compared against older setups where models still communicate through typed text, accuracy reportedly improved by 3.1% to 5.4%.

Why does this method have limits

This approach currently works only with open-weight models, since it requires direct access to a model's internal cache and layer structure.

Most popular AI tools, the kind ordinary people chat with online, hide those internal details completely from outside users.

That means everyday apps like certain chatbots cannot use this shortcut unless their own creators build it in privately.

Nobody outside these companies currently knows for certain whether anyone has started using a similar method internally.

The research team argues that typed language has always slowed machines down since it forces them to think like humans do.

That argument deserves some caution, since the same team that built the system also ran every test proving it works well.

Whether this speeds things up as much as claimed will depend on other external testing of the system.

Categories: Technology

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