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Google's TurboQuant Is Way Too Overhyped

2026-04-10 Science & Technology
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Check out Inngest and let your AI agents wear a harness now! https://www.inngest.com/?utm_source=youtube&utm_medium=video&utm_campaign=yt-bycl-4 With how TurboQuant shook the general public with its insane 6x memory reduction claim for LLMs, lets take a closer look at what actually happened underneath, and validate their claims by understanding how TurboQuant actually works. my latest project: Intuitive AI Academy We just wrote a new piece on Distillation & MoE! https://intuitiveai.academy/ limited time code "EARLY" for 40% off yearly plan! My Newsletter https://mail.bycloud.ai/ My Patreon https://www.patreon.com/c/bycloud TurboQuant [Paper] https://arxiv.org/abs/2504.19874 [Project Page] https://research.google/blog/turboquant-redefining-ai-efficiency-with-extreme-compression/ [OpenReview Comments] https://openreview.net/forum?id=tO3ASKZlok PolarQuant [Paper] https://arxiv.org/abs/2502.02617 QJL [Paper] https://arxiv.org/abs/2406.03482 KIVI [Paper] https://arxiv.org/abs/2402.02750 RabitQ [Paper] https://arxiv.org/abs/2405.12497 Try out my new fav place to learn how to code https://scrimba.com/?via=bycloudAI This video is supported by the kind Patrons & YouTube Members: 🙏Spam Maj, Alex, Chris LeDoux, DX Research Group, Poof N' Inu, Deagan, Robert Zawiasa, Ryszard Warzocha, Tobe2d, Louis Muk, Akkusativ, Kevin Tai, Mark Buckler, NO U, Tony Jimenez, Ângelo Fonseca, jiye, Anushka, Asad Dhamani, Binnie Yiu, Calvin Yan, Clayton Ford, Diego Silva, Etrotta, Gonzalo Fidalgo, Handenon, Hector, Jake Disco very, Michael Brenner, Nilly K, OlegWock, Daddy Wen, Shuhong Chen, Sid_Cipher, Stefan Lorenz, Sup, tantan assawade, Thipok Tham, Thomas Di Martino, Thomas Lin, Richárd Nagyfi, Paperboy, mika, Leo, Berhane-Meskel, Kadhai Pesalam, mayssam, Bill Mangrum, nyaa, Toru Mon, Lame Plane, Matej Macak, Len Mo, saylikhapekar, ZyanSheep, THEVIERAOS Animations created with Manimate https://www.manimate.ai/ [Discord] https://discord.gg/NhJZGtH [Twitter] https://twitter.com/bycloudai [Patreon] https://www.patreon.com/bycloud [Business Inquiries] [email protected] [Profile & Banner Art] https://twitter.com/pygm7 [Video Editor] @Booga04 [Ko-fi] https://ko-fi.com/bycloudai

Top Comments (10)

@rign_ 2026-04-11

Shh... Let it be over hyped so that RAM prices keep decreasing 😭

236 6 replies
@michalisl.3798 2026-04-10

Thank you for taking the time to actually understand the paper and explain it to us mortals instead of rushing it right after the release.

177
@FuimcHK 2026-04-10

Overhyped yes, dishonestly presented absolutely, however, It's still great.

149 2 replies
@karatekid3889 2026-04-10

Cant wait for rotorQuant

134 6 replies
@thcoura 2026-04-10

And remember, you need a hardware capable to handle fp4 or use a black magic custom made for your hardware and pray to not backfire

61 1 replies
@nocultist7050 2026-04-10

We are leaving the economy of intelligence and going towards idk what.

40 3 replies
@average_snmp_user 2026-04-11

"By quantizing our model and diving its precision by 8, we saw a 8x size and performance uplift" Thank you Google for inventing quantization and saving the AI space. You should get a noble price for your creativity and ingenuity.

13
@CharlesBallowe 2026-04-10

I saw way more hype coming from people who didn't digest the paper or reacted to someone else's summary that was likely 3 steps removed from the paper than coming from the authors themselves. This is especially true for things like confusing kv cache for total model memory. Same for some of the speed up metrics - engineers will often isolate a component and talk about that without the whole system. For instance a paper might talk about a 10x speedup in a component that is only 5% of the time in real world systems. It's still a huge impact, but doesn't mean the whole system is 90% faster.

11
@anonymouscommentator 2026-04-10

thanks for actually presenting the technology and not just mindlessly hyping shit up. i wasnt even aware of all the controversy surrounding it. thanks a lot for showing it to us.

6
@bycloudAI 2026-04-10

Check out Inngest and let your AI agents wear a harness now! https://www.inngest.com/?utm_source=youtube&utm_medium=video&utm_campaign=yt-bycl-4

2 1 replies

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