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Two legends. Born in duality. Experience Pragmata on the ROG NUC 16 — a compact gaming powerhouse built to unleash high-FPS gameplay without missing a beat. Powered by up to an NVIDIA® GeForce RTX™ 5080 Laptop GPU with DLSS 4.5 Super Resolution and next-gen Transformer AI, it brings smooth,... show more

ROG Global

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17,183 views • 3 months ago •via X (Twitter)

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⛓️ Aethir - the decentralized #GPU powerhouse reshaping #AI & #gaming! Aethir is building the future of high-performance computing with a global #DePIN network of 400,000+ enterprise-grade GPU containers (including #NVIDIA H100s, H200s & more) spanning 90+ countries. 📍 Two flagship products: • Aethir Earth – Bare-metal GPU cloud delivering raw power for AI training, fine-tuning & inference with zero virtualization overhead. • Aethir Atmosphere – Low-latency cloud gaming rendering that streams high-quality experiences to any device. ☁️ Cloud Hosts monetize idle GPUs and earn $ATH rewards, while customers get scalable, cost-efficient compute (up to 80% cheaper than traditional clouds), ultra-low latency, and 95%+ utilization rates. No massive CapEx, no vendor lock-in – just on-demand access closer to the edge. From AI model training to real-time cloud gaming and beyond, Aethir is democratizing enterprise GPU power and powering the next generation of innovation. 🦾 Axe Compute’s $317M in customer prepayments. That single number reframes how AI data centers get built in 2026 🧵 The decentralized cloud is here. Are you ready? 🌐 #Aethir #DePIN #AI #GPUCloud #Web3

⛓️ Aethir - the decentralized #GPU powerhouse reshaping #AI & #gaming! Aethir is building the future of high-performance computing with a global #DePIN network of 400,000+ enterprise-grade GPU containers (including #NVIDIA H100s, H200s & more) spanning 90+ countries. 📍 Two flagship products: • Aethir Earth – Bare-metal GPU cloud delivering raw power for AI training, fine-tuning & inference with zero virtualization overhead. • Aethir Atmosphere – Low-latency cloud gaming rendering that streams high-quality experiences to any device. ☁️ Cloud Hosts monetize idle GPUs and earn $ATH rewards, while customers get scalable, cost-efficient compute (up to 80% cheaper than traditional clouds), ultra-low latency, and 95%+ utilization rates. No massive CapEx, no vendor lock-in – just on-demand access closer to the edge. From AI model training to real-time cloud gaming and beyond, Aethir is democratizing enterprise GPU power and powering the next generation of innovation. 🦾 Axe Compute’s $317M in customer prepayments. That single number reframes how AI data centers get built in 2026 🧵 The decentralized cloud is here. Are you ready? 🌐 #Aethir #DePIN #AI #GPUCloud #Web3

Crypto Holding™ 💎

229,806 views • 20 days ago

I really don't post wins much on this app 🤣🤣 it feels good being low-key. Although, let's doxx this one!. Most of the time, I win big, I reinvest, win again, reinvest. I barely spend on myself much, mostly spend my money helping people, or supporting the needy. It's time for me 😌. Hey NVIDIA GeForce Hey ROG Global I Just slapped a Brand new heavy machine in my bag! One of the most powerful laptops of 2025! Emphasis on BRAND NEW! Introducing, the new owner of the ASUS ROG STRIX G16 2025. SPECS: - Intel Core Ultra 9 275HX Processor - 32GB DDR5 RAM - Nvidia GeForce RTX™ 5080 Dedicated GPU with a massive 16GB DDR7 VRAM - 3TB PCIe 4.0 SSD NVME storage - 24 Cores CPU (16 E-cores + 8 P-cores) - Base Frequency 2.70GHz - Max Turbo Frequency 5.40GHz 6 Million Naira well spent on this bad boy. Now, let's lock-in again and run it up back turbo! I need my $U bag soon enough 🤭. Pitch me on to node running, and prover projects, I'm fully locked in.

🐐𝙲𝚛𝚢𝚙𝚝𝚘𝙳𝚛𝚊𝚐𝚘𝚗「🦑」

19,684 views • 1 year ago

Nobody is talking about what this Nvidia laptop actually means for creators Jensen Huang walked on stage and held up the RTX Spark like it was nothing special. Full Blackwell GPU. 1 petaflop of AI performance inside a laptop. It renders, edits and runs local AI models faster than most desktop setups people have at home. You pay zero monthly fees because everything runs locally on the device. Creators who switch stop paying $300 a month in tools immediately. Video editors are already charging $150 an hour using the AI workflows this chip makes possible. At 8 hours a day that is $3,600 a week from a single laptop. Most people are still waiting 3 hours for a render this thing finishes in 10 minutes. The reaction in this clip says everything. Follow if you want to know what actually matters before everyone else figures it out.

Nobody is talking about what this Nvidia laptop actually means for creators Jensen Huang walked on stage and held up the RTX Spark like it was nothing special. Full Blackwell GPU. 1 petaflop of AI performance inside a laptop. It renders, edits and runs local AI models faster than most desktop setups people have at home. You pay zero monthly fees because everything runs locally on the device. Creators who switch stop paying $300 a month in tools immediately. Video editors are already charging $150 an hour using the AI workflows this chip makes possible. At 8 hours a day that is $3,600 a week from a single laptop. Most people are still waiting 3 hours for a render this thing finishes in 10 minutes. The reaction in this clip says everything. Follow if you want to know what actually matters before everyone else figures it out.

winkle.

14,477 views • 3 months ago

$🔥Nexera & Aethir: Unleashing AI’s Next Frontier Through Tokenized GPU Power 🤝 Nexera is proud to join forces with Aethir in a strategic partnership to make cutting-edge AI infrastructure globally accessible. By tokenizing fractional GPU ownership, we’re enabling developers, enterprises, and investors everywhere to harness the explosive growth of deep learning and generative AI without being limited by geography, scale, or cost. With transparent tokenization, innovators can access powerful GPUs for faster model training and more advanced applications. GPU providers gain streamlined funding for expansion and upgrades, and investors tap into a high-growth market with secure, compliant opportunities that can provide higher yields than other RWA products. It’s an entirely new ecosystem where everyone can thrive, fueling AI’s evolution at an unprecedented pace. By 2030, the global GPU market is projected to exceed hundreds of billions of dollars, driven by the explosive demand for AI-powered applications, deep learning, and increasingly sophisticated generative models, ensuring that tokenizing these invaluable resources is poised to tap into a massive, rapidly expanding opportunity. $NXRA$

🔥Nexera & Aethir: Unleashing AI’s Next Frontier Through Tokenized GPU Power 🤝 Nexera is proud to join forces with Aethir in a strategic partnership to make cutting-edge AI infrastructure globally accessible. By tokenizing fractional GPU ownership, we’re enabling developers, enterprises, and investors everywhere to harness the explosive growth of deep learning and generative AI without being limited by geography, scale, or cost. With transparent tokenization, innovators can access powerful GPUs for faster model training and more advanced applications. GPU providers gain streamlined funding for expansion and upgrades, and investors tap into a high-growth market with secure, compliant opportunities that can provide higher yields than other RWA products. It’s an entirely new ecosystem where everyone can thrive, fueling AI’s evolution at an unprecedented pace. By 2030, the global GPU market is projected to exceed hundreds of billions of dollars, driven by the explosive demand for AI-powered applications, deep learning, and increasingly sophisticated generative models, ensuring that tokenizing these invaluable resources is poised to tap into a massive, rapidly expanding opportunity. $NXRA

Nexera

27,776 views • 1 year ago

📺 China’s Flying TV is here — and it’s mind-blowing. 🤯 I still can’t get over this. A drone-powered LED display that hovers mid-air, turning the sky into a living, moving screen. Not a drone. Not a billboard. Something entirely new. This is both — fused, intelligent, and powered by AI. 🇨🇳 What makes it so impressive: ➡️ Ultra-light LED screen with HD visuals ➡️ Balanced in flight by AI-driven gyroscopes ➡️ Smooth, stable, and autonomous flight control ➡️ Operates remotely or follows programmed paths It’s powered by lithium-polymer batteries, yet looks effortless as it floats — like it belongs there. 🎯 Possible use cases: open-air concerts, sports arenas, public messages, or next-gen sky advertising. To me, this is where AI starts to move beyond function — into wonder. It’s not just about smarter machines, but about reshaping how we experience technology itself. 👀 The next screen you look at might not be on a wall… it might be in the sky. #AI #Innovation #Technology #Drones #FlyingTV #Automation #Creativity #FutureOfWork Credits: Olivier Gomez

📺 China’s Flying TV is here — and it’s mind-blowing. 🤯 I still can’t get over this. A drone-powered LED display that hovers mid-air, turning the sky into a living, moving screen. Not a drone. Not a billboard. Something entirely new. This is both — fused, intelligent, and powered by AI. 🇨🇳 What makes it so impressive: ➡️ Ultra-light LED screen with HD visuals ➡️ Balanced in flight by AI-driven gyroscopes ➡️ Smooth, stable, and autonomous flight control ➡️ Operates remotely or follows programmed paths It’s powered by lithium-polymer batteries, yet looks effortless as it floats — like it belongs there. 🎯 Possible use cases: open-air concerts, sports arenas, public messages, or next-gen sky advertising. To me, this is where AI starts to move beyond function — into wonder. It’s not just about smarter machines, but about reshaping how we experience technology itself. 👀 The next screen you look at might not be on a wall… it might be in the sky. #AI #Innovation #Technology #Drones #FlyingTV #Automation #Creativity #FutureOfWork Credits: Olivier Gomez

Pascal Bornet

277,527 views • 8 months ago

𝐑𝐲𝐧𝐮𝐬 𝐕𝐢𝐫𝐭𝐮𝐚𝐥 𝐆𝐏𝐔 𝐒𝐚𝐥𝐞 𝐢𝐬 𝐍𝐎𝐖 𝐋𝐈𝐕𝐄! 👉 Join now: The gate to DePIN x RWA landscape on Solana is officially OPEN! Becoming a virtual GPU owner means you’re not just early - you’re essential! ✨ vGPU Owners' Benefits Include: 🔹 Backed by enterprise-grade GPU clusters powered by RTX 4090 high-performance 🔹 Daily stablecoin earnings (before Rynus mainnet launch) with estimated APR up to 100% 🔹 Act as Computing Providers to serve Rynus's enterprise clients on real-life tasks (AI Training, 3D Rendering, Data Processing,...) 🔹 Gpoint earnings and airdrop reward on TGE 🔹 Special vGPU Owner role in Discord 🧵Full vGPU Sale Guide:

𝐑𝐲𝐧𝐮𝐬 𝐕𝐢𝐫𝐭𝐮𝐚𝐥 𝐆𝐏𝐔 𝐒𝐚𝐥𝐞 𝐢𝐬 𝐍𝐎𝐖 𝐋𝐈𝐕𝐄! 👉 Join now: The gate to DePIN x RWA landscape on Solana is officially OPEN! Becoming a virtual GPU owner means you’re not just early - you’re essential! ✨ vGPU Owners' Benefits Include: 🔹 Backed by enterprise-grade GPU clusters powered by RTX 4090 high-performance 🔹 Daily stablecoin earnings (before Rynus mainnet launch) with estimated APR up to 100% 🔹 Act as Computing Providers to serve Rynus's enterprise clients on real-life tasks (AI Training, 3D Rendering, Data Processing,...) 🔹 Gpoint earnings and airdrop reward on TGE 🔹 Special vGPU Owner role in Discord 🧵Full vGPU Sale Guide:

Rynus

45,491 views • 1 year ago

To build the next major leap in spatial computing, you can't rely on standard hardware architecture. That’s why we partnered with Snapdragon. We are incredibly proud to announce that the new XREAL AURA is the world’s first device powered by the new Snapdragon Reality Elite platform. To deliver an industry-leading 70° FOV and real-time processing, we utilized a revolutionary split-compute dual-chip architecture. By pairing the Snapdragon Reality Elite with XREAL’s custom X1S co-processor, we efficiently distribute the processing load. The X1S handles sensor fusion and spatial mapping at the edge, freeing the Snapdragon chip to run Android XR and GeminiI at absolute maximum performance without thermal throttling. The result? The most immersive XR experience ever engineered into a portable form factor. At just under 95g, you get the performance of a high-end spatial computer in a glasses form factor you can actually wear all day. Secure your spot in the next generation of XR: Reserve the XREAL AURA now for USD 99 and receive a USD 199 credit toward your final purchase at launch. 🔗 Reserve Yours Now:

To build the next major leap in spatial computing, you can't rely on standard hardware architecture. That’s why we partnered with Snapdragon. We are incredibly proud to announce that the new XREAL AURA is the world’s first device powered by the new Snapdragon Reality Elite platform. To deliver an industry-leading 70° FOV and real-time processing, we utilized a revolutionary split-compute dual-chip architecture. By pairing the Snapdragon Reality Elite with XREAL’s custom X1S co-processor, we efficiently distribute the processing load. The X1S handles sensor fusion and spatial mapping at the edge, freeing the Snapdragon chip to run Android XR and GeminiI at absolute maximum performance without thermal throttling. The result? The most immersive XR experience ever engineered into a portable form factor. At just under 95g, you get the performance of a high-end spatial computer in a glasses form factor you can actually wear all day. Secure your spot in the next generation of XR: Reserve the XREAL AURA now for USD 99 and receive a USD 199 credit toward your final purchase at launch. 🔗 Reserve Yours Now:

XREAL 👓

21,125 views • 3 months ago

OPINION: WILL NEURALINK LET HUMANS KEEP UP WITH SUPERINTELLIGENT AI? The truth is simple. In the next five to ten years we could have AI thousands of times smarter than any human. Our brains are amazing, but they are slow compared to AI. We speak about 150 words a minute and type even slower. Super intelligent AI will think and solve problems at speeds we cannot imagine. Neuralink is a solution. That amazing, tiny implant connects your brain directly to computers. You think and the machine responds instantly, no more slow keyboards or speech. More than a dozen people already have Neuralink implants. Some who were fully paralyzed are now playing video games, designing 3D models, and controlling computers just by thinking. Elon says the next steps are real telepathy and downloading knowledge straight into your brain. The plan is not to beat super intelligent AI in a race we cannot win. The plan is to team up with it. A high-speed brain link lets our human creativity, emotions, and values guide the AI while we get its incredible power. In the future, will there be a day without Neuralink, most people get left behind?

OPINION: WILL NEURALINK LET HUMANS KEEP UP WITH SUPERINTELLIGENT AI? The truth is simple. In the next five to ten years we could have AI thousands of times smarter than any human. Our brains are amazing, but they are slow compared to AI. We speak about 150 words a minute and type even slower. Super intelligent AI will think and solve problems at speeds we cannot imagine. Neuralink is a solution. That amazing, tiny implant connects your brain directly to computers. You think and the machine responds instantly, no more slow keyboards or speech. More than a dozen people already have Neuralink implants. Some who were fully paralyzed are now playing video games, designing 3D models, and controlling computers just by thinking. Elon says the next steps are real telepathy and downloading knowledge straight into your brain. The plan is not to beat super intelligent AI in a race we cannot win. The plan is to team up with it. A high-speed brain link lets our human creativity, emotions, and values guide the AI while we get its incredible power. In the future, will there be a day without Neuralink, most people get left behind?

Mario Nawfal

29,841 views • 9 months ago

$KNDX 🤖 Theres 3 big narratives that are sending coins left right and centre rn. 🚀 #AI, #Gamefi, & #NFTs 🔹Theres 50% mindshare for #AI. 🤖 🔹#GameFi mcap is hitting ATH's with #OfftheGrid, $XBG and $SUPER making spectacular moves. 🎮 🔹NFTs and the #Metaverse are making a strong comeback with $APE up 100% over the weekend. 🐵 What if there's a project that touches all these trending narratives with groundbreaking technology to disrupt all 3 of them? 🔥 💡- That's where $KNDX comes in. -💡 Kondux is a cutting-edge Web3 SaaS platform, combining NVIDIA’s Omniverse, AI, Blockchain, and dynamic NFTs to revolutionize secure asset management across industries. 👏 Their flagship product, kNFTs, are 3D digital assets usable across Metaverse and Gaming platforms, AR/VR/XR environments, and manufacturing applications. Kondux’s scalable model opens new revenue streams by enabling effective digital asset monetization. 💰 Kondux is the first Web3 project to integrate VFX pipelines with NVIDIA’s Omniverse and bringing it onto the Blockchain. ⛓️ It is also the only Web3 project with a *Select Status Partnership* with NVIDIA, operating under NVIDIA NDAs and working with them directly for more than 2 years. About their NVIDIA Integrations: 🤖 🔹There are three areas of the Kondux tech stack that coincide with three divisions of NVIDIA: 📡GDN (Graphics Delivery Network, the backbone of GeForce Now) 💡Omniverse for 3D aspects such as, geospatial data, real world physics, lighting, and raytracing 🤖NVIDIA AI Foundation, which covers many aspects of #AI, including inference and deployment scaling. The convergence of all these components lie within .USD file format . 🔹 They are the first blockchain project to integrate NVIDIA’s Omniverse Cloud and Graphics Delivery Network (GDN) to provide high-quality 3D content accessible on any device without requiring high-end hardware. 🔹 This setup streamlines content management, democratises access to resource-intensive 3D content, and enables real-time interaction with 3D NFTs. Now, I haven’t seen any crypto project so deeply connected with NVIDIA and NVIDIA technology. GDN is a HUGE competitive advantage. With it, the need for #GPU’s basically goes out the window. 🤯 Now lets take a look at some of the other main features... 👀 OpenUSD (Universal Scene Description): 📽️ 🔹 Kondux is leveraging USD technology, developed by Pixar and used by Meta, Apple, Microsoft and other industry leaders to enhance 3D graphics and interoperability within its creative ecosystem. 🔹 Originally created for high-end film production, USD now supports a variety of applications, including gaming and virtual reality, making it a key asset for Kondux. kNFT's: 🎨 🔹 Kondux is pioneering a new category of NFTs known as kNFTs, which aim to redefine NFT utility through innovative features. 🔹 A standout feature is the upgradeable aspect provided by Kondux DNA, allowing kNFTs to transform and combine with other NFTs, creating limitless possibilities in art, gaming, and music. 🔹Through the Kondux AI portal it will be possible to communicate with kNFTs. They can learn and adapt. This AI technology is revolutionary because it makes human to kNFT interaction possible, turning it into a unique, personalized experience. Check out the clip of kNFTs in Unreal Engine 5 gameplay below. 👇 Kondux is a very obvious utility play with huge upside because it’s multi narrative. 📈 It's seriously groundbreaking stuff that they’re about to launch. 🚀 After speaking with the team there’s no doubt in my mind this will do crazy big numbers in the next months. 🤑

$KNDX 🤖 Theres 3 big narratives that are sending coins left right and centre rn. 🚀 #AI, #Gamefi, & #NFTs 🔹Theres 50% mindshare for #AI. 🤖 🔹#GameFi mcap is hitting ATH's with #OfftheGrid, $XBG and $SUPER making spectacular moves. 🎮 🔹NFTs and the #Metaverse are making a strong comeback with $APE up 100% over the weekend. 🐵 What if there's a project that touches all these trending narratives with groundbreaking technology to disrupt all 3 of them? 🔥 💡- That's where $KNDX comes in. -💡 Kondux is a cutting-edge Web3 SaaS platform, combining NVIDIA’s Omniverse, AI, Blockchain, and dynamic NFTs to revolutionize secure asset management across industries. 👏 Their flagship product, kNFTs, are 3D digital assets usable across Metaverse and Gaming platforms, AR/VR/XR environments, and manufacturing applications. Kondux’s scalable model opens new revenue streams by enabling effective digital asset monetization. 💰 Kondux is the first Web3 project to integrate VFX pipelines with NVIDIA’s Omniverse and bringing it onto the Blockchain. ⛓️ It is also the only Web3 project with a Select Status Partnership with NVIDIA, operating under NVIDIA NDAs and working with them directly for more than 2 years. About their NVIDIA Integrations: 🤖 🔹There are three areas of the Kondux tech stack that coincide with three divisions of NVIDIA: 📡GDN (Graphics Delivery Network, the backbone of GeForce Now) 💡Omniverse for 3D aspects such as, geospatial data, real world physics, lighting, and raytracing 🤖NVIDIA AI Foundation, which covers many aspects of #AI, including inference and deployment scaling. The convergence of all these components lie within .USD file format . 🔹 They are the first blockchain project to integrate NVIDIA’s Omniverse Cloud and Graphics Delivery Network (GDN) to provide high-quality 3D content accessible on any device without requiring high-end hardware. 🔹 This setup streamlines content management, democratises access to resource-intensive 3D content, and enables real-time interaction with 3D NFTs. Now, I haven’t seen any crypto project so deeply connected with NVIDIA and NVIDIA technology. GDN is a HUGE competitive advantage. With it, the need for #GPU’s basically goes out the window. 🤯 Now lets take a look at some of the other main features... 👀 OpenUSD (Universal Scene Description): 📽️ 🔹 Kondux is leveraging USD technology, developed by Pixar and used by Meta, Apple, Microsoft and other industry leaders to enhance 3D graphics and interoperability within its creative ecosystem. 🔹 Originally created for high-end film production, USD now supports a variety of applications, including gaming and virtual reality, making it a key asset for Kondux. kNFT's: 🎨 🔹 Kondux is pioneering a new category of NFTs known as kNFTs, which aim to redefine NFT utility through innovative features. 🔹 A standout feature is the upgradeable aspect provided by Kondux DNA, allowing kNFTs to transform and combine with other NFTs, creating limitless possibilities in art, gaming, and music. 🔹Through the Kondux AI portal it will be possible to communicate with kNFTs. They can learn and adapt. This AI technology is revolutionary because it makes human to kNFT interaction possible, turning it into a unique, personalized experience. Check out the clip of kNFTs in Unreal Engine 5 gameplay below. 👇 Kondux is a very obvious utility play with huge upside because it’s multi narrative. 📈 It's seriously groundbreaking stuff that they’re about to launch. 🚀 After speaking with the team there’s no doubt in my mind this will do crazy big numbers in the next months. 🤑

Altcoin Miyagi🇯🇵

17,323 views • 1 year ago

Run Gemma 4 26B MoE on 8GB VRAM with 250k context at 20+ tokens/sec If you own any 8GB VRAM graphics card, stop what you are doing. Local AI just had its absolute "Holy Shit" moment for budget hardware. Yesterday, I benchmarked Unsloth Gemma 4 12B Q4_K_XL on an 8GB card. The community went wild but immediately demanded more: "Can we run a 25B+ model on budget GPUs?" Today, I’m delivering exactly that. I am running a massive 26B parameter Mixture of Experts (MoE) model locally on a standard 8GB VRAM setup with 250k full native context!. If you own an RTX 3060, 3070, 4060, or any budget GPU with 8GB of VRAM, the local AI paradigm has completely changed. The performance metrics are astonishing: - 20 tokens/sec flat decode throughput. - Stable, flat decode speed even with massive prompts. - I threw a 60k token prompt at it, and it still clocked in at 20 TPS without dropping a single frame. # What about prefill? Yes, Time To First Token (TTFT) is slightly high when swallowing massive contexts. But with a solid 200 tokens/sec prefill speed, the wait is barely noticeable and highly usable. And this is running completely without Multi Token Prediction (MTP) active. How is this possible? It’s the magic of Google's new QAT (Quantization Aware Training) quants for Gemma 4. The model weight file (unsloth gemma-4-26B-A4B-it-qat-UD-Q4_K_XL.gguf) is only 13.2 GB, making it the ultimate local powerhouse. # The Test Setup: CPU: Intel Core i7 RAM: 16GB System RAM GPU: NVIDIA GeForce RTX 4060 Laptop GPU (8GB VRAM) # The Secret Sauce (The -cmoe Flag) To make this work properly on any 8GB card, you must use the -cmoe (CPU MoE) flag in llama.cpp. This flag isolates the heavy MoE expert weights directly to system memory (CPU/RAM) while letting your GPU focus strictly on the Attention layers and the KV Cache. It prevents VRAM spillage and holds the throughput rock solid. # The flags: -m "gemma-4-26B-A4B-it-qat-UD-Q4_K_XL.gguf" -cmoe -c 248000 -v Once running, just open the UI on localhost and toggle the new reasoning lightbulb icon in the text input box to watch the model perform multi step thinking. Are you still running smaller models, or are you ready to scale up your budget local setups? Let's discuss in the replies

Run Gemma 4 26B MoE on 8GB VRAM with 250k context at 20+ tokens/sec If you own any 8GB VRAM graphics card, stop what you are doing. Local AI just had its absolute "Holy Shit" moment for budget hardware. Yesterday, I benchmarked Unsloth Gemma 4 12B Q4_K_XL on an 8GB card. The community went wild but immediately demanded more: "Can we run a 25B+ model on budget GPUs?" Today, I’m delivering exactly that. I am running a massive 26B parameter Mixture of Experts (MoE) model locally on a standard 8GB VRAM setup with 250k full native context!. If you own an RTX 3060, 3070, 4060, or any budget GPU with 8GB of VRAM, the local AI paradigm has completely changed. The performance metrics are astonishing: - 20 tokens/sec flat decode throughput. - Stable, flat decode speed even with massive prompts. - I threw a 60k token prompt at it, and it still clocked in at 20 TPS without dropping a single frame. # What about prefill? Yes, Time To First Token (TTFT) is slightly high when swallowing massive contexts. But with a solid 200 tokens/sec prefill speed, the wait is barely noticeable and highly usable. And this is running completely without Multi Token Prediction (MTP) active. How is this possible? It’s the magic of Google's new QAT (Quantization Aware Training) quants for Gemma 4. The model weight file (unsloth gemma-4-26B-A4B-it-qat-UD-Q4_K_XL.gguf) is only 13.2 GB, making it the ultimate local powerhouse. # The Test Setup: CPU: Intel Core i7 RAM: 16GB System RAM GPU: NVIDIA GeForce RTX 4060 Laptop GPU (8GB VRAM) # The Secret Sauce (The -cmoe Flag) To make this work properly on any 8GB card, you must use the -cmoe (CPU MoE) flag in llama.cpp. This flag isolates the heavy MoE expert weights directly to system memory (CPU/RAM) while letting your GPU focus strictly on the Attention layers and the KV Cache. It prevents VRAM spillage and holds the throughput rock solid. # The flags: -m "gemma-4-26B-A4B-it-qat-UD-Q4_K_XL.gguf" -cmoe -c 248000 -v Once running, just open the UI on localhost and toggle the new reasoning lightbulb icon in the text input box to watch the model perform multi step thinking. Are you still running smaller models, or are you ready to scale up your budget local setups? Let's discuss in the replies

Alok

292,770 views • 3 months ago

CoinMarketCap AI Is Live: What Does It Really Change ? 🌱 In the fast paced world of crypto, information is power but its often scattered, delayed, or hard to trust. CoinMarketCap newly launched CMC AI aims to fix that by offering real time insights with no friction. ✨ Real Time Q&A on Coin Pages 🌱CMC AI is now integrated into major coin detail pages, generating automatic Q&As every 30 minutes. During periods of volatility, it updates dynamically, helping users understand price movements with short and structured explanations. No login required, no delays. 🌱However, while this speeds up the process, its not a substitute for deeper analysis. It answers the “what” and “why,” but not always the “what’s next.” ✨What’s Coming Next? 🌱CMC AI is just getting started. According to its roadmap, several new features are on the way • Homepage Integration: A quick view of market trends and opportunities, without clicking into individual coins. • Live Chart Analysis: AI will add context to price moves by linking them to news, sentiment, and social media. • Token Comparison Tool: Users will be able to compare tokens like BTC vs SOL across utility, performance, and tech specs. • Portfolio Insights: One click portfolio analysis with rebalancing suggestions and market outlooks. • Cross Device Continuity: Start an AI conversation on desktop and continue it seamlessly on mobile. ✨A Tool Not a Strategy 🌱 CMC AI brings speed and clarity, two things crypto investors often lack. But it’s still just a tool. It won’t make decisions for you. It helps guide your thinking not replace it. 🌱 The smartest way to use it? Treat it as a compass, not a map. It can point you in the right direction, but the journey is still yours. 🌱 CMC AI represents a step forward in how users interact with crypto data. It filters the noise, shortens research time, and brings useful context closer to the user. But like any shortcut, it works best when you already understand the long route.

CoinMarketCap AI Is Live: What Does It Really Change ? 🌱 In the fast paced world of crypto, information is power but its often scattered, delayed, or hard to trust. CoinMarketCap newly launched CMC AI aims to fix that by offering real time insights with no friction. ✨ Real Time Q&A on Coin Pages 🌱CMC AI is now integrated into major coin detail pages, generating automatic Q&As every 30 minutes. During periods of volatility, it updates dynamically, helping users understand price movements with short and structured explanations. No login required, no delays. 🌱However, while this speeds up the process, its not a substitute for deeper analysis. It answers the “what” and “why,” but not always the “what’s next.” ✨What’s Coming Next? 🌱CMC AI is just getting started. According to its roadmap, several new features are on the way • Homepage Integration: A quick view of market trends and opportunities, without clicking into individual coins. • Live Chart Analysis: AI will add context to price moves by linking them to news, sentiment, and social media. • Token Comparison Tool: Users will be able to compare tokens like BTC vs SOL across utility, performance, and tech specs. • Portfolio Insights: One click portfolio analysis with rebalancing suggestions and market outlooks. • Cross Device Continuity: Start an AI conversation on desktop and continue it seamlessly on mobile. ✨A Tool Not a Strategy 🌱 CMC AI brings speed and clarity, two things crypto investors often lack. But it’s still just a tool. It won’t make decisions for you. It helps guide your thinking not replace it. 🌱 The smartest way to use it? Treat it as a compass, not a map. It can point you in the right direction, but the journey is still yours. 🌱 CMC AI represents a step forward in how users interact with crypto data. It filters the noise, shortens research time, and brings useful context closer to the user. But like any shortcut, it works best when you already understand the long route.

Loji

37,459 views • 1 year ago

Phase Shift Initiated Since before GTC 2024, NVIDIA GDN (Graphics Delivery Network) has been a strong catalyst for the enthusiasm we have seen for our innovation, not only among the community but also among the team. NVIDIA’s technology, platforms, and teams have consistently inspired us - with GDN being no exception. Recently, we’ve recalibrated our development efforts, doubling down on bringing our release to GDN’s cutting-edge infrastructure. Five of our developers are now fully focused on GDN integration, and in this week alone, we’ve achieved four major backend milestones, and are quickly closing in on three more. These advancements are propelling Web3 technology directly onto NVIDIA GeForce Servers. By harnessing NVIDIA GDN platform, we’re transforming high-fidelity 3D content into a seamless Web3 experience accessible anywhere—directly in your browser. No downloads. No accounts. Just Blockchain. This breakthrough eliminates the reliance on high-end hardware, redefining accessibility for industries like gaming, manufacturing, and media. With Kondux and GDN, even the most resource-intensive 3D applications can be effortlessly streamed to any device, delivering unmatched performance and interactivity. We’re not just overcoming barriers; we’re creating an entirely new playground for high-fidelity 3D assets.

Phase Shift Initiated Since before GTC 2024, NVIDIA GDN (Graphics Delivery Network) has been a strong catalyst for the enthusiasm we have seen for our innovation, not only among the community but also among the team. NVIDIA’s technology, platforms, and teams have consistently inspired us - with GDN being no exception. Recently, we’ve recalibrated our development efforts, doubling down on bringing our release to GDN’s cutting-edge infrastructure. Five of our developers are now fully focused on GDN integration, and in this week alone, we’ve achieved four major backend milestones, and are quickly closing in on three more. These advancements are propelling Web3 technology directly onto NVIDIA GeForce Servers. By harnessing NVIDIA GDN platform, we’re transforming high-fidelity 3D content into a seamless Web3 experience accessible anywhere—directly in your browser. No downloads. No accounts. Just Blockchain. This breakthrough eliminates the reliance on high-end hardware, redefining accessibility for industries like gaming, manufacturing, and media. With Kondux and GDN, even the most resource-intensive 3D applications can be effortlessly streamed to any device, delivering unmatched performance and interactivity. We’re not just overcoming barriers; we’re creating an entirely new playground for high-fidelity 3D assets.

Kondux

96,089 views • 1 year ago

Good vibes, smooth moves, and a beat you can’t resist. When the music hits, you just have to move. Made with Seedance 2.0 on TopMediai Prompt: A cinematic K-pop dance performance on a futuristic dark stage illuminated by vibrant purple and magenta neon lights. A confident female dancer with a high ponytail, wearing a fitted white crop top and oversized electric-blue pants, performs sharp, powerful choreography with two male backup dancers dressed in black. Start with a full-body symmetrical shot, then smoothly push the camera toward the lead dancer for an intense close-up. Include dynamic hand movements, precise choreography, subtle body motion, realistic facial expressions, flowing hair movement, dramatic stage lighting, glossy reflective floor, atmospheric haze, soft lens flares, and energetic concert visuals. Audio / Sound Design: Create an energetic modern K-pop instrumental with a powerful electronic beat, punchy bass, crisp kick and snare, rhythmic synths, atmospheric pads, and subtle crowd ambience. Sync the beat precisely with the dancers' movements, adding bass hits and impact sounds on major choreography transitions. Include smooth beat drops, rising synth effects, and cinematic whooshes during camera movements. No dialogue, no vocals, clean polished music-video audio, immersive stereo sound. Smooth cinematic camera movement, realistic human motion, detailed skin and fabric textures, high-end music-video cinematography, dramatic neon lighting, dynamic choreography, glossy reflections, 4K quality, vertical 9:16.

Good vibes, smooth moves, and a beat you can’t resist. When the music hits, you just have to move. Made with Seedance 2.0 on TopMediai Prompt: A cinematic K-pop dance performance on a futuristic dark stage illuminated by vibrant purple and magenta neon lights. A confident female dancer with a high ponytail, wearing a fitted white crop top and oversized electric-blue pants, performs sharp, powerful choreography with two male backup dancers dressed in black. Start with a full-body symmetrical shot, then smoothly push the camera toward the lead dancer for an intense close-up. Include dynamic hand movements, precise choreography, subtle body motion, realistic facial expressions, flowing hair movement, dramatic stage lighting, glossy reflective floor, atmospheric haze, soft lens flares, and energetic concert visuals. Audio / Sound Design: Create an energetic modern K-pop instrumental with a powerful electronic beat, punchy bass, crisp kick and snare, rhythmic synths, atmospheric pads, and subtle crowd ambience. Sync the beat precisely with the dancers' movements, adding bass hits and impact sounds on major choreography transitions. Include smooth beat drops, rising synth effects, and cinematic whooshes during camera movements. No dialogue, no vocals, clean polished music-video audio, immersive stereo sound. Smooth cinematic camera movement, realistic human motion, detailed skin and fabric textures, high-end music-video cinematography, dramatic neon lighting, dynamic choreography, glossy reflections, 4K quality, vertical 9:16.

Calira

12,501 views • 11 days ago

This guy built a visual scanner that reads 468 points on his face and 42 points on his hands from a regular webcam and turns them into a cloud of thousands of particles right between his palms. Inside, MediaPipe and TouchDesigner are linked: the first captures hands and face from the webcam with high accuracy, the second turns those coordinates into a live plane and feeds it into a POP system that instantly generates a swarm of particles in the shape of a head. No studio, no render farmer, no VR headset. Just a laptop, a webcam, and 1 TouchDesigner session. And traditional VJ studios keep teams of 5 people on a setup with lighting, custom hardware, and commercial plugins, while his expenses are only a TouchDesigner subscription and a regular USB camera. One laptop runs MediaPipe and TouchDesigner simultaneously, holds the camera stream at 60 FPS without drops, and in parallel processes 468 face points + 21 points on each hand. The camera captures frame after frame, MediaPipe in real time sends TouchDesigner the finger coordinates and face geometry, and the POP operator inside the engine translates those numbers into thousands of particle points with colors from bright pink to gold. This setup immediately defines the role of the tool and the limits of its autonomy. It knows where the fingertips are at every moment of the frame. It knows how to read the face geometry at any angle to the camera. It knows how to draw a swarm of particles between them with the right color and contour. → MediaPipe pulls 468 points from the face and 21 points from each hand, 60 times per second → TouchDesigner receives those coordinates, builds a virtual rectangle between the fingertips, and feeds it into the POP system → POP generates thousands of particle points in the shape of a head, coloring them in a gradient from bright pink to gold → The HUD layer adds green corners and a blue neon frame, styling the image like an AR interface → All layers assemble into 1 real-time frame that projects back onto the video in the camera window → The final image is recorded to a file or broadcast to a projector for a live installation And only when the guy spreads his hands wider does the plane between the palms stretch; brings them together, it narrows. Otherwise the system runs on its own. And when he moves from his home room to a concert hall, the same laptop with the same webcam launches the same TouchDesigner session in just 5 minutes, without reconfiguration, without a new team, and without a single line of new code. In his work setup there is no studio of his own and no team for assembly. On the desk sits a laptop with a webcam, on top run MediaPipe and TouchDesigner with POP operators, and the same setup through a USB camera moves to any concert without a new configuration. Out of everything I have seen this year, this is the cleanest Creative Coding setup on 1 laptop: 0 render farms, 0 studio lighting, and between them 3 libraries, thousands of particle points, and 1 webcam.

This guy built a visual scanner that reads 468 points on his face and 42 points on his hands from a regular webcam and turns them into a cloud of thousands of particles right between his palms. Inside, MediaPipe and TouchDesigner are linked: the first captures hands and face from the webcam with high accuracy, the second turns those coordinates into a live plane and feeds it into a POP system that instantly generates a swarm of particles in the shape of a head. No studio, no render farmer, no VR headset. Just a laptop, a webcam, and 1 TouchDesigner session. And traditional VJ studios keep teams of 5 people on a setup with lighting, custom hardware, and commercial plugins, while his expenses are only a TouchDesigner subscription and a regular USB camera. One laptop runs MediaPipe and TouchDesigner simultaneously, holds the camera stream at 60 FPS without drops, and in parallel processes 468 face points + 21 points on each hand. The camera captures frame after frame, MediaPipe in real time sends TouchDesigner the finger coordinates and face geometry, and the POP operator inside the engine translates those numbers into thousands of particle points with colors from bright pink to gold. This setup immediately defines the role of the tool and the limits of its autonomy. It knows where the fingertips are at every moment of the frame. It knows how to read the face geometry at any angle to the camera. It knows how to draw a swarm of particles between them with the right color and contour. → MediaPipe pulls 468 points from the face and 21 points from each hand, 60 times per second → TouchDesigner receives those coordinates, builds a virtual rectangle between the fingertips, and feeds it into the POP system → POP generates thousands of particle points in the shape of a head, coloring them in a gradient from bright pink to gold → The HUD layer adds green corners and a blue neon frame, styling the image like an AR interface → All layers assemble into 1 real-time frame that projects back onto the video in the camera window → The final image is recorded to a file or broadcast to a projector for a live installation And only when the guy spreads his hands wider does the plane between the palms stretch; brings them together, it narrows. Otherwise the system runs on its own. And when he moves from his home room to a concert hall, the same laptop with the same webcam launches the same TouchDesigner session in just 5 minutes, without reconfiguration, without a new team, and without a single line of new code. In his work setup there is no studio of his own and no team for assembly. On the desk sits a laptop with a webcam, on top run MediaPipe and TouchDesigner with POP operators, and the same setup through a USB camera moves to any concert without a new configuration. Out of everything I have seen this year, this is the cleanest Creative Coding setup on 1 laptop: 0 render farms, 0 studio lighting, and between them 3 libraries, thousands of particle points, and 1 webcam.

Blaze

38,242 views • 4 months ago

From a sketch to Netflix? We’re halfway there. My brother and I started ZenFrogs - an animated franchise 3 years ago. Now we have: 🐸 Sold-out 3,333 NFT-backed digital collectibles 🐸 $ZEN community-born culture coin peaked at $2.5M mc 🐸 18.6K organic followers on X 🐸 Fan art from supporters around the world 🐸 Building a Social-Fi platform to turn fans into co-creators 🐸 20 animators currently working on the pilot 🐸 Trademark ZenFrogs™ in EU & UK (US pending) 🐸 Supported by the Viru Film Fund 🐸 Built a successful international Web3 conference in the most unlikely location 🐸 Established a non-profit bringing opportunities to young people ❌ No shortcuts. No paid followers. No VCs. ✅ Just pure consistency, story and community. ZenFrogs is a next-gen dark, animated comedy sci-fi series in a $400billion animation industry. Think Rick and Morty, but with lots of frogs and powered by Web3. ✉️ If you're interested in supporting us - as an investor, strategic partner, or believer - send me a message. Let’s make something unforgettable. Stay Zen AF.

From a sketch to Netflix? We’re halfway there. My brother and I started ZenFrogs - an animated franchise 3 years ago. Now we have: 🐸 Sold-out 3,333 NFT-backed digital collectibles 🐸 $ZEN community-born culture coin peaked at $2.5M mc 🐸 18.6K organic followers on X 🐸 Fan art from supporters around the world 🐸 Building a Social-Fi platform to turn fans into co-creators 🐸 20 animators currently working on the pilot 🐸 Trademark ZenFrogs™ in EU & UK (US pending) 🐸 Supported by the Viru Film Fund 🐸 Built a successful international Web3 conference in the most unlikely location 🐸 Established a non-profit bringing opportunities to young people ❌ No shortcuts. No paid followers. No VCs. ✅ Just pure consistency, story and community. ZenFrogs is a next-gen dark, animated comedy sci-fi series in a $400billion animation industry. Think Rick and Morty, but with lots of frogs and powered by Web3. ✉️ If you're interested in supporting us - as an investor, strategic partner, or believer - send me a message. Let’s make something unforgettable. Stay Zen AF.

Aleeex

14,440 views • 1 year ago

CLIENT ASKED 20 YEAR OLD TO BUILD A "SIMPLE" WEBSITE THIS IS WHAT IT DELIVERED most websites look like this: -> Hero section -> Some text -> A few buttons -> Done Claude had other plans Here's what it built: -> Cinematic landing page with immersive animations -> Interactive particle effects -> Smooth scroll storytelling -> Premium UI inspired by Apple and luxury brands -> Responsive design without sacrificing performance → Production ready code in minutes the crazy part? there was no design agency no frontend team no weeks of back and forth revisions just one prompt and Claude Code while most developers are using AI to autocomplete code others are using it to build experiences that would've taken an entire team the gap isn't AI anymore it is imagination Bookmark this before every website starts looking like this

CLIENT ASKED 20 YEAR OLD TO BUILD A "SIMPLE" WEBSITE THIS IS WHAT IT DELIVERED most websites look like this: -> Hero section -> Some text -> A few buttons -> Done Claude had other plans Here's what it built: -> Cinematic landing page with immersive animations -> Interactive particle effects -> Smooth scroll storytelling -> Premium UI inspired by Apple and luxury brands -> Responsive design without sacrificing performance → Production ready code in minutes the crazy part? there was no design agency no frontend team no weeks of back and forth revisions just one prompt and Claude Code while most developers are using AI to autocomplete code others are using it to build experiences that would've taken an entire team the gap isn't AI anymore it is imagination Bookmark this before every website starts looking like this

0xSlyth

17,945 views • 2 months ago

Create more. Do more. AI Tools brings image generation, video creation, AI chat, and coding together in one powerful workspace. Prompt: Create a 10-second ultra-realistic premium SaaS technology commercial using the uploaded storyboard image as the exact visual reference. Preserve the same dark futuristic workspace, laptop and smartphone positioning, purple-blue lighting, UI design, typography style, and overall premium tech aesthetic throughout the video. 0–2 seconds APP REVEAL Start with a cinematic close-up of the laptop on the modern desk. The screen displays the AI Tools platform homepage with the AI Chat, Image Generator, Video Generator, and Code Generator options clearly visible. Slowly push the camera toward the laptop screen with subtle ambient lighting and realistic reflections. 2–5 seconds AI IN ACTION Smoothly transition into the Image Generator interface. A hand types a creative prompt into the input field and clicks Generate. The interface responds instantly, with elegant UI animation as a high-quality image appears on screen. Keep the laptop, interface and branding visually consistent. 5–8 seconds MULTIPLE AI TOOLS Use fast, seamless cinematic transitions between four features: Image Generator → Video Generator → AI Chat → Code Generator. Show each tool briefly in action with smooth interface animations, dynamic screen transitions, and subtle camera movement. Make the experience feel fast, powerful and effortless. 8–10 seconds HERO SHOT Pull the camera back to reveal the laptop and smartphone together on the desk. Both screens display the AI Tools branding. Add a subtle purple glow and cinematic reflections. End with clean on-screen text: AI TOOLS Create. Generate. Elevate. Visual style: photorealistic, premium SaaS advertisement, cinematic lighting, dark modern desk setup, purple and blue ambient glow, realistic hands, sharp screen details, smooth camera movements, elegant UI animations, high-end technology commercial, no distorted text, no extra objects, no changing product design, no flickering, no warped hands, consistent branding throughout.

Create more. Do more. AI Tools brings image generation, video creation, AI chat, and coding together in one powerful workspace. Prompt: Create a 10-second ultra-realistic premium SaaS technology commercial using the uploaded storyboard image as the exact visual reference. Preserve the same dark futuristic workspace, laptop and smartphone positioning, purple-blue lighting, UI design, typography style, and overall premium tech aesthetic throughout the video. 0–2 seconds APP REVEAL Start with a cinematic close-up of the laptop on the modern desk. The screen displays the AI Tools platform homepage with the AI Chat, Image Generator, Video Generator, and Code Generator options clearly visible. Slowly push the camera toward the laptop screen with subtle ambient lighting and realistic reflections. 2–5 seconds AI IN ACTION Smoothly transition into the Image Generator interface. A hand types a creative prompt into the input field and clicks Generate. The interface responds instantly, with elegant UI animation as a high-quality image appears on screen. Keep the laptop, interface and branding visually consistent. 5–8 seconds MULTIPLE AI TOOLS Use fast, seamless cinematic transitions between four features: Image Generator → Video Generator → AI Chat → Code Generator. Show each tool briefly in action with smooth interface animations, dynamic screen transitions, and subtle camera movement. Make the experience feel fast, powerful and effortless. 8–10 seconds HERO SHOT Pull the camera back to reveal the laptop and smartphone together on the desk. Both screens display the AI Tools branding. Add a subtle purple glow and cinematic reflections. End with clean on-screen text: AI TOOLS Create. Generate. Elevate. Visual style: photorealistic, premium SaaS advertisement, cinematic lighting, dark modern desk setup, purple and blue ambient glow, realistic hands, sharp screen details, smooth camera movements, elegant UI animations, high-end technology commercial, no distorted text, no extra objects, no changing product design, no flickering, no warped hands, consistent branding throughout.

𝐒𝐊_𝐀𝐈

31,392 views • 12 days ago