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Every company in Silicon Valley says they're making the world a better place.

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We're not going to do that. We're just going to tell you what those companies

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actually did this week, which is usually much worse. Okay, tech news time. Google

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Research published a blog post this week on Turbo Quant, a compression algorithm

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that shrinks an AI models working memory by six times with zero accuracy loss,

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leading people to ask,

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"Is the memory crisis over? Can we buy RAM yet? Well, we're here to give you a

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definitive maybe. You see, Turbo Quant targets the

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key value cache. Basically, when you chat with an AI, it keeps a running

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record of your conversation so it doesn't lose context. As a result, that

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cache eats more GPU memory the longer you talk, and you talk a for a long

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time, making it one of the biggest bottlenecks in running these models at

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scale. Most existing compression methods carry memory overhead which decreases

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their efficiency. But Turbo Quant eliminates that through circle math. Is

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this real? >> Yeah, you you said to to simplify it,

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right? >> They use circle math leading to up to an eight time speed up on NVIDIA H100 GPUs.

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The underlying research is actually about a year old, but it's getting

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attention now ahead of its presentation at ICLR 2026. The news sent finance bros

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into a tail spin and memory stocks like Micron and SanDisk tumbled in response.

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However, analysts say this is likely another deepseek moment where the

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release of a cheaper AI model back in 2025 caused a trillion dollar market

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panic before everyone realized that cheaper AI just means more people using

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AI. Uh SanDisk's CFO told Bank of

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America analysts that he expects the improved efficiency will boost demand by

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making AI deployments cheaper. So if you were holding your breath hoping that

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this killed the memory crunch, maybe hold your breath a little less hard.

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Stop. Stop holding your breath. YOU'RE YOU'RE GOING BREATHE. Please live. Apple

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has officially confirmed they are discontinuing the Mac Pro with no plans

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for future hardware. The company quietly pulled the former king of Macs from its

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website yesterday, where the buy page now just redirects to the Mac homepage.

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Kind of like how your landlord changes the locks while you're at work all the

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time. The iconic cheese grater design debuted in 2019 after the thermal

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disaster of the trash can era. Well, I

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liked it. But Apple only ever gave it one silicon update, the M2 Ultra in 2023

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before leaving it to collect dust at its $7,000 starting price or collect trash.

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The Mac Studio, which already has the newer M3 Ultra for $5,000 less, is now

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Apple's topend desktop with an M5 Ultra

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refresh expected later this year. Also gone is the infamous $700 wheel kit. No,

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the $300 F feet kit. Oh, wow. And as of

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earlier this month, the older Pro Display XDR and its $1,000 stand. Apple

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is clearly marondoing everything from the 2019 Pro launch. But how am I

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supposed to grate my incredibly expensive mature Coolia cheese while

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rendering on silicon that's three generations out of date now? You didn't

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think of that, Apple, did you? >> Oh gosh. I'm sorry, Riley. I'll make

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something else. screamingly expensive for you.

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>> Thank you, Tim Cook. God, AMD has

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announced the Ryzen 9 9950X3D2

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dual edition. And yes, that is a real product name. It's the world's first

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desktop CPU with 3D Vcash stacked on

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both chiplets, meaning it packs a staggering 208 megabytes of total onchip

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cache across its 16 Zen 5 cores. That's

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enough cash to make it feel at home in the vault of the Bellagio in Oceans 11.

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And you don't even need to squeeze an ordinary gymnast into a room service

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card to access it. AMD is pitching this less as a gaming chip and more as a

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productivity monster for game devs and creators with 5 to 10% gains over the

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already beastly 9950X3D.

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No two in tools like Blender, Da Vinci Resolve, and Unreal Engine. Notably, AMD

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didn't share a single gaming benchmark, which really tells you where they think

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this thing shines. The trade-off, though, a 200 watt TDP, the highest of

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any AM5 chip, and a boost clock that actually dropped 100 megahertz. No price

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yet, but it launches April 22nd. Oh, and both AMD and Intel are raising CPU

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prices up to 15% thanks to the whole global supply crunch fiasco. So game

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devs can breathe a sigh of relief knowing they won't have to optimize

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their games or their budgets. At least you can get a deal with our sponsor,

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get them on and off quick and easy. Perfect for airport security or quick

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escapes from whatever megapa may inhabit your planet. The removable insole wipes

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clean and they come in half sizes for a perfect fit. Here on Earth, it's spring

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like Heirlickbachman's incubator, we have crammed way too many quick bits

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under one roof and are hoping nobody asks any follow-up questions. A new

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revision of the RCS messaging standard has been finalized, and it's a big one.

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RCS Universal Profile 4.0 adds native video calling right inside

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your messaging app, including group calls with up to 32 people. If you can

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convince 32 people to use the same messaging app as you, it also brings

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smarter media sharing, letting devices figure out which formats the other

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person supports, as well as rich text formatting like bold, italics, and

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strikethrough. Finally, we'll have to wait for tech companies to add these

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features to their default texting apps, but it's still cool. So, while the cost

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of living might be skyrocketing, you'll at least be rich in text.

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Apple just handed over the real identity of the user behind one of its iCloud

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hide my email aliases to the FBI after a

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man named Alden Ruml used an aliased email address to send violent threats to

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FBI Director Cash Patel's girlfriend. Two horrible things. This kind of

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compliance might seem uncharacteristic for Apple who famously blocked the

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government from breaking into the iPhone owned by a suspected terrorist, but

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unlike their device level encryption, alias to account mapping is stored on

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Apple servers and as a result can be subpoenaed. The hits keep coming for

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Patel, though, as Iranian hacker group Hondela breached Patel's personal Gmail

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account and posted some of his most cringe vacation photos on Telegram. Oof,

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Honda did him dirty here. The vibe of these is less international man of

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mystery and more high school jazz band study abroad trip. It's an important

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experience. Sony is hiking PS5 prices

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across the board for the second time in less than a year. Starting on April 2nd,

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the PlayStation Portal handheld jumps up $50. The standard PS5 and digital

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edition both jump up $100, and the PS5

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Pro climbs a cool 150 all the way up to

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$900 for a console. Sony blamed continued

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pressures in the global economic landscape, which is fair. Lucky for us

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though, Sony has decided to bravely pass those costs onto their consumers. They

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got they got mouse to feed. We, you know, we we'll survive. Wikipedia has

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officially banned the use of AI to generate or rewrite articles with

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editors voting overwhelmingly in favor of the new policy. LLM generated text

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was found to regularly violate the site's core context rules around

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verifiability and sourcing, which yeah, hallucinations uh will do that. Editors

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can still use AI for basic copy editing and translation assistance, but only

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with human review. So maybe your middle school teacher was right all along.

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That's one for you, Madam Ruseelle. But I should still be allowed to chew gum in

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class, so I still don't like you. And a

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delivery robot made by Serve Robotics has smashed through the glass wall of a

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bus stop shelter in Chicago before sheepishly blinking and then shambling

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away shamefully. The footage, which is

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hilarious, went viral on social media and it comes amid growing backlash

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against delivery robots in the city. According to the Chicago Sun Times, a

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separate Cocoa Robotics bot smashed into yet another bus shelter that same week,

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making the successful delivery to smashed bus stop ratio lower than

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residents would hope. It's not what we were going for. Just like I hope to see

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you back here on Monday for more tech news. I'll be here next week pretending

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I understand what half these companies actually do, which as far as I can tell

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is something to do with something called middle out compression. I don't know.

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Anyway, see you then.
