#Compute

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Трендовые Reels

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#Compute Reel by @evolving.qc - There's an invisible wall in AI progress.

It's called the efficient compute frontier.

It's the point where throwing 10x more training compute barely
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EV
@evolving.qc
There’s an invisible wall in AI progress. It’s called the efficient compute frontier. It’s the point where throwing 10x more training compute barely improves the model unless you fundamentally change the recipe: the data, the architecture, or how learning happens. That’s why AI progress can feel stuck even as trillions are spent on chips. The race is shifting. Instead of only training bigger models, labs are pushing more compute into “thinking time” at inference to squeeze more capability out of the same system. Source: Welch Labs - YouTube Follow @evolving.qc for the latest news and updates in AI #ai #artificialintelligence #compute #machinelearning #LLM
#Compute Reel by @lowkeystonks.official - 🚀 Space stocks are running - and here's why 

This video breaks down the SpaceX IPO buzz, Elon's plan to move compute + data centers into orbit, and
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LO
@lowkeystonks.official
🚀 Space stocks are running — and here’s why This video breaks down the SpaceX IPO buzz, Elon’s plan to move compute + data centers into orbit, and how that shifts the entire space infrastructure stack. Then I share 3 space stocks I’m watching 👀 💬 Comment “SPACE” for the full space ecosystem breakdown and watchlist 📌 Save this for later ⚠️Not financial advice. For educational purposes only. Investing and trading involves risk of some/total loss of principle. Do your own research! #spacestocks #spacex #aiinfrastructure #marketthemes #investing
#Compute Reel by @dailyaiinformation - RAM is becoming one of the most strategic resources in modern computing.

As AI systems grow more complex, memory capacity and bandwidth now matter as
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DA
@dailyaiinformation
RAM is becoming one of the most strategic resources in modern computing. As AI systems grow more complex, memory capacity and bandwidth now matter as much as raw processing power. The pace of innovation is increasingly tied to how much data can be held, accessed, and moved in real time. This isn’t a minor upgrade cycle. It’s a shift in priorities 💾⚡ In the AI era, memory shapes what’s possible. Follow for more @dailyaiinformation #RAM #AI #ArtificialIntelligence #TechTrends #Semiconductors #Compute #DataCenters #CloudInfrastructure #AIStack #FutureOfTech
#Compute Reel by @uncover.ai - Eric Schmidt believes the AI gold rush is shifting away from model building and infrastructure toward execution.

Training frontier models now require
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UN
@uncover.ai
Eric Schmidt believes the AI gold rush is shifting away from model building and infrastructure toward execution. Training frontier models now requires massive capital, energy, and compute, a game already dominated by a few players. But models alone do not create value. The real opportunity is in agentic companies that use AI to actually perform work end to end, handling tasks, decisions, and outcomes inside real businesses. This is where revenue is created and where founders can still win. 👉 Follow @uncover.ai to stay updated with the latest AI news — Media: Forbes
#Compute Reel by @zauey.talks (verified account) - Bigger models vs smarter architecture 🧠 DeepSeek's mCH architecture breakthrough:

🧠 AI progress isn't just about more compute anymore. DeepSeek sho
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ZA
@zauey.talks
Bigger models vs smarter architecture 🧠 DeepSeek’s mCH architecture breakthrough: 🧠 AI progress isn’t just about more compute anymore. DeepSeek shows that smarter architecture can unlock better performance without throwing more chips at the problem. 🚦 Modern models are bottlenecked by how information flows internally. Residual connections created one “express lane,” but forcing everything through a single path limits reasoning as models scale. 🛣️ Hyper-connections enable parallel thinking, but they’re unstable and expensive. Multiple internal streams improve reasoning, yet quickly break or become costly without constraints. 🧱 DeepSeek’s mHC adds guardrails to parallel thinking. By constraining how streams mix, it enables richer internal communication, stable training, and efficiency - a potential blueprint for future models! #machinelearning #neuralnetwork #deepseek #airesearch #tech
#Compute Reel by @stevenmarkryan - AI compute needs 20 GW/year. Current global fabs are only 2% of what's needed for the Terafab. We need chips, so we're building it. #Terafab #AIComput
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@stevenmarkryan
AI compute needs 20 GW/year. Current global fabs are only 2% of what's needed for the Terafab. We need chips, so we're building it. #Terafab #AICompute #Tesla #SpaceX #xAI #ChipManufacturing #Innovation #FutureTech #ElonMusk
#Compute Reel by @dailyaiinformation - RAM is turning into the silent bottleneck of the AI era.

As models expand and inference runs nonstop, memory demand is compounding. It's not just abo
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DA
@dailyaiinformation
RAM is turning into the silent bottleneck of the AI era. As models expand and inference runs nonstop, memory demand is compounding. It’s not just about faster chips anymore it’s about how much data you can hold and move at once. This isn’t a minor constraint. It’s structural In AI, memory defines the edge. Follow for more @dailyaiinformation #RAM #AI #ArtificialIntelligence #TechTrends #Semiconductors #Compute #DataCenters #CloudInfrastructure #AIStack #FutureOfTech
#Compute Reel by @viktoria.semaan (verified account) - Ever wonder why your phone doesn't melt when you run a GenAI app? It's because you aren't just using 1 processor - you're using an entire symphony of
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VI
@viktoria.semaan
Ever wonder why your phone doesn’t melt when you run a GenAI app? It’s because you aren’t just using 1 processor - you’re using an entire symphony of specialized silicon. In 2026, “compute” isn’t a monolith. Here is how the labor is actually divided: 1️⃣ 𝗖𝗣𝗨: 𝗦𝗲𝗾𝘂𝗲𝗻𝘁𝗶𝗮𝗹 𝗣𝗿𝗼𝗰𝗲𝘀𝘀𝗶𝗻𝗴 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝘂𝗿𝗲 Features powerful cores (typically 4-12) that handle diverse tasks with precision. It acts as the “General Manager,” managing system logic and complex branching that requires high single-thread speed. 2️⃣ 𝗚𝗣𝗨: 𝗠𝗮𝘀𝘀𝗶𝘃𝗲𝗹𝘆 𝗣𝗮𝗿𝗮𝗹𝗹𝗲𝗹 𝗣𝗿𝗼𝗰𝗲𝘀𝘀𝗶𝗻𝗴 Contains thousands of smaller cores working simultaneously. This parallel throughput is what transformed AI training from a multi-week ordeal into a matter of hours. 3️⃣ 𝗧𝗣𝗨: 𝗦𝘆𝘀𝘁𝗼𝗹𝗶𝗰 𝗔𝗿𝗿𝗮𝘆 𝗳𝗼𝗿 𝗧𝗲𝗻𝘀𝗼𝗿 𝗠𝗮𝘁𝗵 Google’s custom cloud chip. Data flows in waves, reusing weights hundreds of times to minimize memory access. It powers Search and Gemini at massive scale with extreme efficiency. 4️⃣ 𝗡𝗣𝗨: 𝗢𝗻-𝗗𝗲𝘃𝗶𝗰𝗲 𝗜𝗻𝗳𝗲𝗿𝗲𝗻𝗰𝗲 𝗘𝗻𝗴𝗶𝗻𝗲 The 2025 standard for edge computing. It runs AI locally—like Face ID and photo editing—preserving your privacy and battery life without needing the cloud. The future of AI isn’t just “faster” chips; it’s about architectural diversity. Share it with someone who is interested in learning AI. ___ 👋 Hi, I’m Viktoria, Principal AI Evangelist at Databricks and Educator. I make complex tech accessible. Follow for more AI insights! #AIExplained #GenAI #LearnAI #Tech #TechCareers
#Compute Reel by @learnaifaster (verified account) - Jensen Huang recently said that if a $500,000 engineer does not use at least $250,000 worth of AI tokens, he would be deeply alarmed.

In simple words
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@learnaifaster
Jensen Huang recently said that if a $500,000 engineer does not use at least $250,000 worth of AI tokens, he would be deeply alarmed. In simple words, tokens mean the amount of AI compute used when running models like ChatGPT, Claude, or other large AI systems. Huang believes that in the AI era, top engineers should constantly use AI tools to write code, design systems, analyze data, and build products faster. According to him, expensive talent without heavy AI usage means wasted potential. The future of work will not be just human skills, but human plus AI plus compute power. This also shows why companies like NVIDIA are investing billions into AI chips, because more tokens mean more compute, and more compute means more productivity. The message is clear. In the future, the best engineers will not be the ones who work harder, but the ones who use AI the most. Source: All-In Podcast on YouTube
#Compute Reel by @centerofainews - RAM prices are emerging as one of the clearest signals of the AI boom.

As models grow larger and data centers scale rapidly, demand for memory keeps
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CE
@centerofainews
RAM prices are emerging as one of the clearest signals of the AI boom. As models grow larger and data centers scale rapidly, demand for memory keeps climbing while supply struggles to keep pace. It’s no longer just about raw compute, RAM has become a major bottleneck. Every workload relies on memory. Every system is built on it. When demand surges, prices move with it. This isn’t a short-term spike. It’s long-term structural pressure driven by AI expansion. Follow @centerofainews for more AI content #RAM #RAMPrices #AI #ArtificialIntelligence #semiconductors
#Compute Reel by @raghavchadha88 (verified account) - Today in Parliament I highlighted GPU shortage as the biggest constraint in India's AI ambition.

The bottleneck is rising GPU costs & global supply s
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RA
@raghavchadha88
Today in Parliament I highlighted GPU shortage as the biggest constraint in India’s AI ambition. The bottleneck is rising GPU costs & global supply shortage. This could choke India’s data centre expansion and AI advanced model training. India’s current compute pool has 34,000 GPUs, but a very small number compared to global scale required for training advanced models. Today I asked in the parliament, what are the specific targets, timelines & geopolitical engagements in place to secure predictable access to advanced computing resources, in particular GPUs?
#Compute Reel by @dailyaiinformation - RAM is no longer just a spec it's a strategic asset.

As AI models scale and workloads intensify, memory capacity and bandwidth are becoming just as c
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DA
@dailyaiinformation
RAM is no longer just a spec it’s a strategic asset. As AI models scale and workloads intensify, memory capacity and bandwidth are becoming just as critical as raw processing power. The systems that can store and move more data, faster, win. This isn’t about upgrades. It’s about limits In the AI era, memory defines the ceiling. Follow for more @dailyaiinformation #RAM #AI #ArtificialIntelligence #TechTrends #Semiconductors #Compute #DataCenters #CloudInfrastructure #AIStack #FutureOfTech

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