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Posts tagged #Turboquant

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What Is TurboQuant? A Complete Beginner's Guide (2026) Discover what TurboQuant is, how Google's AI compression algorithm works, its real-world impact on memory chips, and what it means for the future of AI inference.

What is TurboQuant? A Complete Beginner's Guide
techrefreshing.com/what-is-turb...
#TurboQuant #AI #ArtificialIntelligence #GoogleAI #LLM

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Fitting Gemma 4 into 12 GB — Varjosoft 3-bit compression for a 26B MoE model. 52 GB checkpoint to 12 GB on disk, 13.5 GB in GPU memory. No calibration data. 4.76/5 on our 20-scenario benchmark.

I compressed #Gemma 4 26B into a 12 GB native checkpoint.

Normally this class of model needs a much larger GPU footprint, which makes self-hosting expensive and limits where it can run. This 3-bit path makes it practical on much cheaper hardware.

varjosoft.com/gemma4-compr...

#LLM #TurboQuant

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Google's TurboQuant: AI Breakthrough Shakes Memory Chip Stocks #shorts
Google's TurboQuant: AI Breakthrough Shakes Memory Chip Stocks #shorts Google's new TurboQuant research could slash AI memory needs by 6x. This breakthrough in extreme compression without quality loss is reducing demand for expensive hardware, potentially boosting capabi

Google just dropped a bombshell! 🤯 TurboQuant could seriously change how AI uses memory – and it's impacting chip stocks. Learn about this wild compression breakthrough. New video! 💻 #TurboQuant #AI #Tech

https://www.youtube.com/watch?v=3OEbnt1Ag-Q

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Intel, is doing it to gain #VRAM market share, hardware platform investment in their #LocalAI hardware now. Just as they did with #CPU chips.
#Nvidia can't pivot to cannibalize datacenter sales, and has actively risen prices to avoid that as optimizations like #TurboQuant by #Google are made.

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Ce que TurboQuant de Google peut et ne peut pas faire face à la flambée des coûts de l'IA - ZDNET La quantification en temps réel de Google pourrait jouer un rôle important dans l'exécution de l'IA locale. Voici pourquoi.

Ce que #TurboQuant de #Google peut et ne peut pas faire face à la flambée des coûts de l' #IA
👉Réduire considérablement la consommation de mémoire de l'IA
👉Rendre l'IA plus accessible en réduisant les coûts d'inférence
www.zdnet.fr/actualites/c...

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[Shoper Gamer] Google Research เปิดตัว TurboQuant อัลกอริทึมบีบอัดเวกเตอร์ ลดขนาดข้อมูล โดย โดย

Google Research เปิดตัว TurboQuant อัลกอริทึมบีบอัดเวกเตอร์ ลดขนาดข้อมูล

#ShoperGamer #Google #GoogleResearch #Algorithm #TurboQuant #VectorDB #Feed

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Gemma 4 Is The Qwen Killer?
Gemma 4 Is The Qwen Killer? YouTube video by Tim Carambat

Again, to prove the only #AmericanAI company that stands a chance against #ChineseAI, #Google is constantly releasing #LLM advancements like #TurboQuant & realizes the market shift to #LocalAI accelerating quickly with #OpenSource smaller models.
#Gemma4 is all that.
youtu.be/Kaq5Ual2ij8?...

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#AI2026 Google's TurboQuant cuts LLM memory use.
#TurboQuant IBM, AMD power efficient AI hardware.
#SmallAI World Bank backs lightweight AI for health and education.
#AI2026 #TurboQuant #SmallAI
View in Timelines

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TurboQuant: Compresión Extrema de IA y LLMs por Google Research
TurboQuant: Compresión Extrema de IA y LLMs por Google Research YouTube video by En la mente de la máquina, Inteligencia Artificial

¡La compresión de IA ha dado un salto gigante! Google Research presenta #TurboQuant, reduciendo la caché de los LLMs a 3 bits y acelerando el rendimiento hasta 8x sin perder precisión. Descubre esta revolución aquí: youtu.be/i4Q2KUJYSbQ #IA #MachineLearning #LLM #AI #Deepmind

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That's why I tagged it #edgeLLM / #edgeAI.

I expect to see #RISC-V #vectorISA get more sophisticated with #TurboQuant or at least #keyvaluecache, #takum & #1bit, maybe much more sophisticated lookups for new #quintic geode & #adelic approaches relying on #tribonnaci etc.

M could just add that.

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The End of the GPU Era? 1-Bit LLMs Are Here.
The End of the GPU Era? 1-Bit LLMs Are Here. YouTube video by Tim Carambat

youtube.com/watch?v=0fWF...
#1bit #LLM #noGPU #noNPU #justCPU

The prospect of functional #edgeLLM in a #RISC-V instruction extension (or M chip) already may have popped #AIbubble. The #TurboQuant #KVC optimization was less disruptive than this approach to small AIs useful for #privacy or #latency.

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RE: https://mastodon.social/@arstechnica/116335949908385054

No TurboQuant?
Would have been the perfect showcase …
Hhm..
#AI #TurboQuant
#Google

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Video

Google quietly dropped one of the biggest AI efficiency upgrades of the year.

TurboQuant compresses KV cache memory from 16 bits down to 3 bits.

Same accuracy.

Up to 8x faster inference.

Works on existing models instantly.

Even Cloudflare’s CEO called it Google’s DeepSeek moment.

#TurboQuant

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TurboQuant: Ο επαναστατικός αλγόριθμος της Google που μειώνει τις απαιτήσεις μνήμης AI κατά 6 φορές Με τις νέες μεθόδους PolarQuant και QJL, η Google υπόσχεται ταχύτερη απόκριση, λιγότερα «hallucinations» και λύση στη διεθνή έλλειψη μνήμης RAM μέχρι το τέλος της δεκαετίας.

Η Google παρουσιάζει το TurboQuant, έναν αλγόριθμο που συμπιέζει τα AI μοντέλα κατά 6 φορές. Μάθετε πώς το PolarQuant και το QJL μειώνουν το latency και την ανάγκη για RAM. #TurboQuant #RAMShortage #RAMageddon

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Hannu Varjoranta (@varjoranta) A 60 GB model in 17 GB. I wrote up what I learned compressing both sides of LLM memory with TurboQuant: same math, completely different failure modes. Best part was watching independent researchers co...

A 60 GB model in 17 GB. I wrote up what I learned compressing both sides of #LLM memory with #TurboQuant: same math, completely different failure modes. Best part was watching independent researchers converge on the same fixes.

substack.com/home/post/p-...

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TurboQuant: Online Vector Quantization with Near-optimal Distortion Rate Vector quantization, a problem rooted in Shannon's source coding theory, aims to quantize high-dimensional Euclidean vectors while minimizing distortion in their geometric structure. We propose TurboQ...

#TurboQuant: Online Vector Quantization with Near-optimal Distortion Rate
Amir Zandieh, Majid Daliri, Majid Hadian, Vahab Mirrokni

#Google #AI #Quantization #LLM
arxiv.org/abs/2504.19874

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Google’s New AI Just Broke My Brain
Google’s New AI Just Broke My Brain YouTube video by Two Minute Papers

Like myself, #TwoMinutePapers waited to talk about #Google 's #TurboQuant. Anyone having worked w/ compression algorithms like Reed-Solomon or others used for data compression knows there are trade-offs. Especially on vectorized matrices vs serialized data formatting. #AI
youtu.be/7YVrb3-ABYE?...

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A 30B Model in 17 GB of GPU Memory — Varjosoft Zero-calibration weight compression for any model on HuggingFace. Load a BF16 checkpoint, compress in 4 seconds, run. Qwen3-30B fits on a consumer GPU.

Compressed Qwen3-30B from 60 GB to 17 GB. No calibration, 4 seconds at load time. Quality holds, speed doesn't (yet).

Same #TurboQuant math as my KV cache work, now extended to weights. Honest writeup: varjosoft.com/weight-compression

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Nvidia shifted its Vera Rubin architecture from a complex 4-die package to a 2-die setup, prompting an initial 4.5% to 10% market drop for memory makers.

#Micron #HBM #DRAM #Semiconductors #TurboQuant

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RAM Fiyatlarında Şok Düşüş: Google Duyurdu, DDR5 Fiyatları Çakıldı! - oyunda.org RAM Fiyatlarında Şok Düşüş: Google Duyurdu, DDR5 Fiyatları Çakıldı! Oyun Haberleri - oyunda.org

RAM Fiyatlarında Şok Düşüş: Google Duyurdu, DDR5 Fiyatları Çakıldı!
#Google 'ın bellek kullanımını azaltan #TurboQuant algoritması sonrası Çin'de DDR5 #RAM fiyatları hızla düşmeye başladı. Yapay zeka kaynaklı stok krizinin ardından gelen bu düşüş,
oyunda.org/43c3f60

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AI Shocks Again: China’s Human AI Robots, Google TurboQuant, OpenClaw Robot & More AI News
AI Shocks Again: China’s Human AI Robots, Google TurboQuant, OpenClaw Robot & More AI News YouTube video by AI Revolution

Whoa AIs Nelly !
#AIRevolution releases a month ender one and a half hour show!
Everything from the latest AI level ups: China’s 'Human AI' #Robots, #Google3.1 Update #TurboQuant, #OpenClaw Robot & More yet #AINews.

youtu.be/uV2qLhnc85k?...

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KOSPI Slides Over 4% as Middle East Tensions Escalate The KOSPI plunged more than 1000 points in a month, approaching the 5000 level as foreign investors dumped over 34 trillion won and nearly 1000 trillion won in

The KOSPI plunged more than 1000 points in a month, approaching the 5000 level as foreign investors dumped over 34 trillion won and nearly 1000 trillion won in market value evaporated.
#KOSPI #MiddleEast #Samsung #SK #Google #TurboQuant #AI #itchosun #chosun #SouthKorea #Korea #NewsUpdate

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LLM inference costs got you down? Google's TurboQuant slashes KV cache memory from 300KB to 69KB per token, boosting performance up to 8x with zero accuracy loss!

thepixelspulse.com/posts/llm-kv-cache-probl...

#llm #kvcache #turboquant

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#TurboQuant : Comment #Google réduit fortement la taille des modèles #IA sans aucune perte de précision grâce à un algorithme de compression
👉Une méthode qui combine deux algorithmes en un
www.usine-digitale.fr/big-tech/goo...

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Google TurboQuant: The Algorithm That Could Crash Nvidia's Memory Business Mar 30, 2026

Google #TurboQuant: The Algorithm That Could Crash Nvidia's Memory Business with a compression algorithm that shrinks AI memory usage by 6x with zero accuracy loss. | Natural 20 buff.ly/vY4HOlI

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Google unveils TurboQuant, a new AI memory compression algorithm — and yes, the internet is calling it 'Pied Piper' | TechCrunch Google’s TurboQuant has the internet joking about Pied Piper from HBO's "Silicon Valley." The compression algorithm promises to shrink AI’s “working memory” by up to 6x, but it’s still just a lab expe...

It's never a good thing when the satirical cautionary tale literally merges with stock market press releases.

techcrunch.com/2026/03/25/g...

#TurboQuant
#AIbubble

Remember when #Zelensky TV comedy became a political party? How did that work out?

#TotalCollapseOfTheWest
#LifeImitatesArt
#yrugae

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TurboQuant Visual Explainer As AI models get smarter, they are becoming massive memory hogs.

TurboQuant Visual Explainer

whyaiman.substack.com/p/turboquant...

#TurboQuant #KVCache #LLMs #AITraining #VisualExplainer #LocalAI

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Glavni okidač za ovu promenu je nova tehnologija #TurboQuant koju je predstavio Google 🚀

benchmark.rs/vesti/biznis...

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Signed Cast, Hidden Dagger: Google Smiles at SK While Cutting Memory Demand In the global artificial intelligence (AI) ecosystem, there are no eternal allies. This reality has been proven once again as Google unveiled new technology th

In the global artificial intelligence (AI) ecosystem, there are no eternal allies.
#SK #SKHynix #Google #TurboQuant #AI #HBM #Samsung #SamsungElectronics #TPU #software #hardware #technology #it #itchosun #chosun #SouthKorea #Korea #NewsUpdate

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VaultSage Apps & Extensions - All Install Links Discover VaultSage apps for Slack, Gmail, NotebookLM, NAVER Works, DocSend, YouTube, iOS, macOS, and MCP. Install the right app for your workflow.

Available via MCP server, API, extensions, apps, Slack bot, and website.
nurie.ai/apps

Images by #MediaSage - media.nurie.ai

#VaultSage #TurboQuant #AI #Efficiency #NURIEAI #NURIE

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