How to scale AI with a unified, purpose-built cloud

Roman Chernin's new Forbes piece gets to the heart of it. Real AI performance comes from engineering the entire stack to work as one. When hardware, software, and operations are engineered together, you get better speed, efficiency, and control over your own economics. Check out the full piece in Forbes:

The new AI race isn’t only about size. It’s about integration. In his new Forbes Technology Council article, Roman Chernin, Co-Founder and Chief Business Officer at Nebius, explores why full-stack, AI-native infrastructure is the real differentiator in the new AI economy. It’s not just about scaling compute, but about engineering hardware, software and operations to work together.     The result:    ⚙️ Higher efficiency and lower costs  🚀 Faster deployment and iteration  💡 Deeper understanding of optimization opportunities Building an AI cloud from the ground up is not done through stitching together separate parts, but by engineering the entire stack for performance, reliability and speed. When you control the stack, you control performance and therefore define the economics of AI itself. Read the full article here: https://lnkd.in/gr9cMyea #AIInfrastructure #AICloud #AIEngineering

🚀 𝗨𝗻𝗶𝗽𝗵𝗼𝗿𝗲'𝘀 $𝟮𝟲𝟬𝗠 𝗦𝗲𝗿𝗶𝗲𝘀 𝗙: 𝗥𝗲𝗱𝗲𝗳𝗶𝗻𝗶𝗻𝗴 𝗘𝗻𝘁𝗲𝗿𝗽𝗿𝗶𝘀𝗲 𝗔𝗜 𝗧𝗿𝗮𝗻𝘀𝗳𝗼𝗿𝗺𝗮𝘁𝗶𝗼𝗻 Exciting milestone in the world of Business AI! Uniphore has just secured a groundbreaking $260 million Series F funding round, valuing the company at $2.5 billion. 𝘛𝘩𝘦 𝘧𝘶𝘵𝘶𝘳𝘦 𝘰𝘧 𝘦𝘯𝘵𝘦𝘳𝘱𝘳𝘪𝘴𝘦 𝘈𝘐 𝘪𝘴 𝘩𝘦𝘳𝘦, and it's more intelligent, secure, and transformative than ever before. Key highlights: • 🤝 Lead investors include NVIDIA, AMD, Snowflake, and Databricks • 🌐 Pioneering the Business AI Cloud platform • 💡 Enabling an "agentic enterprise" with cutting-edge AI infrastructure 𝗪𝗵𝗮𝘁 𝗺𝗮��𝗲𝘀 𝗨𝗻𝗶𝗽𝗵𝗼𝗿𝗲 𝘂𝗻𝗶𝗾𝘂𝗲? Their sovereign, composable AI platform bridges the gap between consumer simplicity and enterprise-grade security. From telecommunications to financial services, they're empowering Fortune 500 companies to turn AI initiatives into real business outcomes. 𝘛𝘩𝘦 𝘮𝘢𝘳𝘬𝘦𝘵 𝘪𝘴 𝘤𝘭𝘦𝘢𝘳: data integration is the new competitive advantage. Uniphore's CEO Umesh Sachdev believes this funding will accelerate innovation and deliver unprecedented impact for customers. Are you ready for the AI revolution? 🌟 #EnterpriseAI #BusinessTransformation #AIInnovation #TechFunding #FutureOfWork Curious to learn more about how AI is reshaping business? Let's discuss! 👇

🏗️ The Orchestration Discontinuity: Decoding Big Tech’s $400B AI Infrastructure Bet Big Tech last week placed a $400B AI infrastructure bet. Google, Microsoft, Amazon, and Meta are investing at a pace that seems impossible to justify by historic standards. And by traditional benchmarks, the numbers seem...crazy. That's because they are being interpreted using traditional capex benchmarks applied to the current phase where AI acts as a “copilot,” enhancing human productivity and generating impressive but ultimately predictable, linear growth. But these companies are looking much further ahead, towards the bigger prize: the race for orchestration control in the Agentic Era. Agentic AI will orchestrate entire business processes autonomously, creating exponential network effects. Whoever controls the coordination platform will win the future. It is a race to own the economic rails of tomorrow's automated economy. What appears to be a monolithic approach, is actually four distinct strategies that reflect a different theory of where exponential value will accrue. So, how to evaluate and analyze the risks and value of each approach? In her latest analysis, Raphaelle d'Ornano introduces the "Three Layers of AI Value Capture," a new framework for evaluating those infrastructure strategies. When a discontinuity like agentic AI causes a clear break with the past in terms of technology and economics, new frameworks like these are needed to help navigate these periods of profound transformation. Recognizing that such a profound shift is underway is a crucial step toward succeeding in this next era. Read it here: https://lnkd.in/eRrS-WHn #ai #agenticera #infrastructure #datacenters

🏗️ The Orchestration Discontinuity: Decoding Big Tech’s $400B AI Infrastructure Bet Big Tech last week placed a $400B AI infrastructure bet. Google, Microsoft, Amazon, and Meta are investing at a pace that seems impossible to justify by historic standards. And by traditional benchmarks, the numbers seem...crazy. That's because they are being interpreted using traditional capex benchmarks applied to the current phase where AI acts as a “copilot,” enhancing human productivity and generating impressive but ultimately predictable, linear growth. But these companies are looking much further ahead, towards the bigger prize: the race for orchestration control in the Agentic Era. Agentic AI will orchestrate entire business processes autonomously, creating exponential network effects. Whoever controls the coordination platform will win the future. It is a race to own the economic rails of tomorrow's automated economy. What appears to be a monolithic approach, is actually four distinct strategies that reflect a different theory of where exponential value will accrue. So, how to evaluate and analyze the risks and value of each approach? In her latest analysis, Raphaelle d'Ornano introduces the "Three Layers of AI Value Capture," a new framework for evaluating those infrastructure strategies. When a discontinuity like agentic AI causes a clear break with the past in terms of technology and economics, new frameworks like these are needed to help navigate these periods of profound transformation. Recognizing that such a profound shift is underway is a crucial step toward succeeding in this next era. Read it here: https://lnkd.in/eRrS-WHn #ai #agenticera #infrastructure #datacenters

🚀 Infrastructure: The New Battleground of AI Innovation The race for AI supremacy has evolved beyond algorithms—it's now about building the most powerful technological foundation. Recent strategic moves by tech giants reveal a critical shift: infrastructure is becoming the ultimate competitive differentiator. Consider the recent developments: OpenAI's partnership with Broadcom to develop custom AI processors and Oracle's substantial $50,000 GPU cloud deployment are more than technical upgrades—they're strategic maneuvers in the global AI landscape. These investments underscore a pivotal truth: technological leadership will be defined by computational power and infrastructure resilience. At Autonomiq, we're witnessing firsthand how robust infrastructure revolutionizes business automation. The paradigm has shifted—it's no longer about simply having AI, but about deploying AI that can scale, adapt, and deliver unprecedented efficiency. Three critical questions for forward-thinking business leaders: • How are you future-proofing your technological infrastructure? • Are you approaching AI as a tool or a strategic transformation platform? • What innovative partnerships could accelerate your technological capabilities? Remember: The infrastructure you build today will determine the innovations you'll create tomorrow. What's your perspective on AI infrastructure? Share your insights in the comments below. #AIInnovation #TechStrategy #BusinessTransformation #FutureOfTechnology

🚨 The AI arms race just hit a new level. Lambda and Microsoft just announced a multibillion-dollar AI infrastructure deal that changes everything. Here's what most people are missing: This isn't just another tech partnership. It's a signal that we're entering the "infrastructure wars" phase of AI. While everyone's talking about ChatGPT and Claude, the real money is being made in the picks and shovels: • Tens of thousands of NVIDIA GB300 NVL72 systems • Massive data center expansions (Lambda's building a 100MW AI factory in Kansas City) • Cloud infrastructure serving 200,000+ developers The pattern is clear: AI companies need massive computing power. Cloud providers are scrambling to meet demand. The winners aren't just the AI models—they're the companies building the infrastructure behind them. Lambda started as a scrappy AI cloud startup. Now they're partnering with Microsoft on multibillion-dollar deals. That's the power of positioning yourself in the right part of the value chain. While others chase the latest AI trend, smart money is betting on the infrastructure that makes it all possible. The question isn't whether AI will transform business. It's whether you're investing in the right layer of the stack. What's your take—are we underestimating the infrastructure play in AI?

AI is evolving fast, not just in capability but in complexity. Axios recently highlighted how the AI ecosystem is merging into mega blobs of model builders, infrastructure providers, and cloud partners all colliding. For those of us helping companies hire or build tech teams, this shift is already showing up. Roles are becoming more hybrid, blending data, infrastructure, and product thinking. The next wave of AI talent will not just code models, they will connect systems and strategy. Curious, what new AI skill sets are you seeing emerge in your organization? https://lnkd.in/eHyjcahe?

⚡ 𝗔𝘁𝘁𝗲𝗻𝘁𝗶𝗼𝗻 𝗖𝗘𝗢𝘀, 𝗖𝗧𝗢𝘀 & 𝗧𝗲𝗰𝗵𝗻𝗼𝗹𝗼𝗴𝘆 𝗟𝗲𝗮𝗱𝗲𝗿𝘀: The biggest IT transformation in decades is happening right now. 𝗚𝗮𝗿𝘁𝗻𝗲𝗿 𝗷𝘂𝘀𝘁 𝗰𝗼𝗻𝗳𝗶𝗿𝗺𝗲𝗱: 50% of all cloud computing resources will be devoted to AI workloads by 2029. That's a 5-fold increase in just 4 years. 𝗪𝗵𝗮𝘁'𝘀 𝗱𝗿𝗶𝘃𝗶𝗻𝗴 𝘁𝗵𝗶𝘀 𝘀𝗲𝗶𝘀𝗺𝗶𝗰 𝘀𝗵𝗶𝗳𝘁? 𝗔𝗴𝗲𝗻𝘁𝗶𝗰 𝗔𝗜: Systems that act autonomously, not just generate content Reasoning Models: AI that "thinks" before answering (OpenAI o3: 96% on medical exams) 𝗘𝗱𝗴𝗲-𝗖𝗹𝗼𝘂𝗱 𝗙𝘂𝘀𝗶𝗼𝗻: AI processing at the source, millisecond response times Scientific Breakthroughs: 130 years of research compressed to 3 months 𝗧𝗵𝗲 𝗿𝗲𝗮𝗹𝗶𝘁𝘆: 80% of enterprises will deploy AI agents by 2030 (up from <10% today). Companies failing to optimize their AI-cloud infrastructure will pay 50%+ more than those who do. 𝗜𝗻𝘀𝗶𝗱𝗲: The 4 critical AI-cloud developments reshaping business in 2025—with verified sources and strategic action framework. This isn't hype. This is happening. ➡️ 𝗧𝗿𝘂𝘀𝘁𝗲𝗱 𝗽𝗮𝗿𝘁𝗻𝗲𝗿𝘀 𝗼𝗳 𝗠𝗶𝗰𝗿𝗼𝘀𝗼𝗳𝘁, 𝗔𝗪𝗦, 𝗚𝗼𝗼𝗴𝗹𝗲, 𝗮𝗻𝗱 𝗗𝗮𝘁𝗮𝗯𝗿𝗶𝗰𝗸𝘀 — 𝗱𝗲𝗹𝗶𝘃𝗲𝗿𝗶𝗻𝗴 𝗺𝗲𝗮𝘀𝘂𝗿𝗮𝗯𝗹𝗲 𝗔𝗜 𝘁𝗿𝗮𝗻𝘀𝗳𝗼𝗿𝗺𝗮𝘁𝗶𝗼𝗻 𝗼𝘂𝘁𝗰𝗼𝗺𝗲𝘀. 📞 +𝟵𝟭-𝟲𝟯𝟲𝟰𝟱𝟯𝟰𝟳𝟬𝟲  📧 𝗵𝗲𝗹𝗹𝗼@𝗻𝘂𝗿𝗶𝗺𝘁𝗲𝗰𝗵.𝗮𝗶  🔗 𝘄𝘄𝘄.𝗻𝘂𝗿𝗶𝗺𝘁𝗲𝗰𝗵.𝗮𝗶 #nurimtech #microsoftpartner #awspartner #databrickspartner #AI2025 #cloudcomputing #agenticai #artificialintelligence #cloudstrategy #digitaltransformation #aiinnovation #edgecomputing #quantumcomputing #enterpriseai #techinnovation

🚨 Big News in AI Infrastructure 🚨 Anthropic, the AI startup behind the Claude chatbot, has just announced a massive $50 billion investment to build out its computing infrastructure across the United States. 🇺🇸 The ambitious plan includes the construction of new state-of-the-art datacenters in Texas and New York, in collaboration with London-based cloud infrastructure company Fluidstack. 🏗️💻 According to CEO Dario Amodei, this move is part of Anthropic’s broader mission to push the boundaries of artificial intelligence — aiming to accelerate scientific discovery and tackle complex global challenges through advanced AI systems. 🧠🔬 This scale of investment signals just how critical high-performance computing has become in the race toward more capable and responsible AI. Stay tuned as we watch how this shapes the future of AI development and infrastructure in the U.S. and beyond. #superintelligencenews #superintelligencenewsletter #AI #ArtificialIntelligence #Datacenters #ClaudeAI #TechNews #CloudComputing #Innovation #FutureOfAI