Industry News

Tracks company news, strategic changes, funding activities, and personnel adjustments across the blockchain and crypto industries, delivering a full-spectrum industry overview for our users.

Jensen Huang's 2026 GTC Taipei Speech: The Era of AI Agents is Here, Computing is Revenue

NVIDIA CEO Jensen Huang's 2026 GTC Taipei speech announces the arrival of the "Agent AI" era, where AI transitions from content generation to performing useful work. Huang positions tokens as units of profit and GDP, driving massive demand for computing power and "AI factories." NVIDIA's strategy revolves around a new computing paradigm centered on AI agents, which combine large language models (LLMs) with agent frameworks for planning, memory, and tool use. Key announcements include: * **Vera Rubin:** A complete, end-to-end system (not just a GPU) designed from the ground up to run AI agents at scale, representing NVIDIA's evolution into an infrastructure company. * **Vera CPU:** A revolutionary CPU architecture built specifically for impatient AI agents, prioritizing low latency, single-thread performance, and massive bandwidth over traditional multi-core throughput. * **Enterprise AI Agent Toolkit:** A suite including open models (like Nemotron 3 Ultra), frameworks, tools, and a secure runtime (Open Shell) to enable every company to build and deploy its own AI agents. * **Next-Gen PCs with Microsoft:** A new line of Windows desktops, laptops, and workstations co-developed with Microsoft, featuring the N1X chip and designed to run local AI agents, redefining the personal computer. * **Physical AI Foundation Models:** Introduction of Cosmos 3 for robotics and physical AI, Alpamayo 2 for autonomous driving, and the Isaac GR00T platform—a fully integrated humanoid robot reference system. Huang emphasizes that the same core agent computing pattern (model + framework + tools + runtime) will extend from the cloud and PCs to robots, factories, and edge devices. He concludes that the industry is fundamentally changed as useful, agentic AI creates a vast new market where "compute is revenue."

marsbitYesterday 03:35

Jensen Huang's 2026 GTC Taipei Speech: The Era of AI Agents is Here, Computing is Revenue

marsbitYesterday 03:35

API Stories Can't Support Valuations, AI Giants Start Offering Consulting Services

The AI industry is shifting from simply selling APIs to providing intensive, on-site consulting services, as major players like OpenAI and Anthropic seek new revenue streams to justify high valuations. OpenAI has established "Deploy Co," raising over $40 billion from investors led by TPG at a $140 billion valuation. The deal has an unusual structure, guaranteeing investors a minimum 17.5% return with a profit cap, resembling debt more than equity. OpenAI also acquired the AI consulting firm Tomoro to gain over 150 "Frontline Deployment Engineers" (FDEs). Similarly, Anthropic formed a $15 billion joint venture with Blackstone, Hellman & Friedman, and Goldman Sachs with the same goal: embedding engineers within client companies. A key driver is Anthropic's rapid market share growth, now holding 40% of the enterprise LLM API market compared to OpenAI's 27%, which has put pressure on OpenAI to accelerate its enterprise strategy. Notably, major consulting firms Bain & Company, McKinsey & Company, and Capgemini are among the investors in OpenAI's venture, a move seen as either seeking deeper insight into AI or funding their potential future disintermediation. This pivot is creating a major shift in tech employment. Demand for FDEs—who integrate AI into client workflows on-site—has surged over 800% in the past year, with salaries reaching $350,000-$550,000. Meanwhile, demand for traditional software engineers has declined significantly. The trend marks a strategic inflection point: core AI models are becoming commoditized, while the complex, labor-intensive work of deployment is becoming the new high-value, capitalized service layer. The $55 billion in combined funding represents a bet that hands-on consulting, not just API access, is the future of enterprise AI monetization.

marsbit2 days ago 11:51

API Stories Can't Support Valuations, AI Giants Start Offering Consulting Services

marsbit2 days ago 11:51

Huang Renxun and Marvell CEO Discuss on Stage: The Future of AI Competition is Not Computing Power but Connectivity, 'Use Copper Where You Can, Use Optics Only Where You Must'

Summary: At Computex 2024, NVIDIA CEO Jensen Huang joined Marvell CEO Matt Murphy on stage, highlighting the strategic partnership between their companies. The core theme was that the next decisive battleground for AI infrastructure is not compute or memory, but connectivity. As AI models evolve into vast agent-based systems, the ability to connect millions of processors efficiently is becoming the critical bottleneck. Huang announced NVIDIA's strategic $20 billion investment in Marvell, reflecting the deep integration between their technologies for AI data centers. A key discussion point was the transition from copper to optical interconnects within racks. The guiding principle, articulated by Huang, is: "You use optics wherever you must, you use copper wherever you can." While copper remains cost-effective for short distances, its physical limits are being reached as bandwidth demands double. When moving to 400Gbps, copper can no longer fully connect an entire rack. This shift necessitates innovations like Co-Packaged Optics (CPO), which integrates optical engines directly into the chip package to solve density and power challenges. Marvell demonstrated its 51.2T CPO-based switch, eliminating copper traces on the PCB. The future vision is a "distance-free data center," where optical connectivity removes physical constraints. This allows for fully disaggregated, dynamic architectures where compute, memory, and storage pools can be combined on-demand based on workload requirements, rather than being limited by connection boundaries. Marvell, positioned as a neutral "Switzerland" in the ecosystem with a comprehensive portfolio across all connectivity distances, is central to enabling this next era of AI infrastructure.

marsbit2 days ago 09:41

Huang Renxun and Marvell CEO Discuss on Stage: The Future of AI Competition is Not Computing Power but Connectivity, 'Use Copper Where You Can, Use Optics Only Where You Must'

marsbit2 days ago 09:41

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