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ExternalAI
NVIDIA Technical Blog

Run Autonomous, Self-Evolving Agents More Safely with NVIDIA OpenShell

AI has evolved from assistants following your directions to agents that act independently. Called claws, these agents can take a goal, figure out how to achieve... AI has evolved from assistants following your directions to agents that act independently. Called claws, these agents can take a goal, figure out how to achieve it, and execute indefinitely—while leaving you out of the loop. The more capable claws become, the harder they are to trust. And their self-evolving autonomy changes everythin

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ExternalAI
NVIDIA Technical Blog

Inside NVIDIA Groq 3 LPX: The Low-Latency Inference Accelerator for the NVIDIA Vera Rubin Platform

NVIDIA Groq 3 LPX is a new rack-scale inference accelerator for the NVIDIA Vera Rubin platform, designed for the low-latency and large-context demands of... NVIDIA Groq 3 LPX is a new rack-scale inference accelerator for the NVIDIA Vera Rubin platform, designed for the low-latency and large-context demands of agentic systems. Co-designed with the NVIDIA Vera Rubin NVL72, LPX equips the AI factory with an engine optimized for fast, predictable token generation, while Vera Rubin NVL72 remains the

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ExternalAI
NVIDIA Technical Blog

NVIDIA Vera Rubin POD: Seven Chips, Five Rack-Scale Systems, One AI Supercomputer

Artificial intelligence is token-driven. Every prompt, reasoning step, and agent interaction generates tokens. Over the past year, token consumption has grown... Artificial intelligence is token-driven. Every prompt, reasoning step, and agent interaction generates tokens. Over the past year, token consumption has grown multifold and now exceeds 10 quadrillion tokens per year. And while the majority of tokens have been generated from humans interacting with AI, the new era is one in which most to

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ExternalAI
NVIDIA Technical Blog

Newton Adds Contact-Rich Manipulation and Locomotion Capabilities for Industrial Robotics

Physics forms the foundation of robotic simulation, enabling realistic modeling of motion and interaction. For tasks like locomotion and manipulation,... Physics forms the foundation of robotic simulation, enabling realistic modeling of motion and interaction. For tasks like locomotion and manipulation, simulators must handle complex dynamics such as contact forces and deformable objects. While most engines trade off speed for realism, Newton—a GPU-accelerated, open source simulator—is designed

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ExternalSoftware Architecture
Martin Fowler

Fragments: March 16

Annie Vella did some research into how 158 professional software engineers used AI, her first question was: Are AI tools shifting where engineers actually spend their time and effort? Because if they are, they’re implicitly shifting what skills we practice and, ultimately, the definition of the role itself. She found that participants saw a shift from creation-oriented tasks to verification-oriented tasks, but it was a different form of verification than reviewing and testing. In my thesis, I pr

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ExternalCloud
DigitalOcean Blog

Deploy Smarter with AI: Introducing App Platform Skills on DigitalOcean

AI coding assistants have fundamentally changed how developers write software. Tools like Claude Code, Codex, GitHub Copilot, Gemini, and Cursor can scaffold an entire application in minutes. But ask any of them to deploy that application to a production cloud environment, and the experience breaks down — not because models lack intelligence, but because they lack current, opinionated infrastructure knowledge. Cloud platforms evolve faster than training data refreshes: instance sizes change, new

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ExternalFrontend Development
Vercel Blog

Meet the 2026 Vercel AI Accelerator Cohort

The Vercel AI Accelerator is back, and this year we selected 39 early-stage teams from across the US, Europe, Asia, and Latin America to build with us for six weeks. The next generation of AI startups is building on our , and the accelerator is how we work directly with the earliest-stage founders among them. This year’s cohort spans every industry, at varying points in their journey, but they share a clear point of view on what needs to exist right now and the urgency to ship it.self-driving in

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ExternalFrontend Development
Vercel Blog

Streamdown 2.5 is now available

Streamdown is a React component library that makes rendering streaming markdown content easy and beautiful. Built for AI-powered applications, it handles the unique challenges that arise when markdown is tokenized and streamed in real time. v2.5 adds inline KaTeX support, staggered streaming animations, and a round of fixes for code blocks, CSV exports, and better Tailwind v3 compatibility. Streaming parser improvements The new option auto-completes to during streaming, avoiding ambiguity wit

Vercel BlogRead original

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