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NVIDIA’s AVO system, powered by Claude Opus 5, has posted the kind of benchmark number that usually launches a thousand AGI headlines: 100.00 RHAE across all 25 ARC-AGI-3 public environments, with all 183 levels completed in 6,624 environment actions. But the cleanest headline is not “ARC-AGI-3 solved.” NVIDIA’s result is on the public set, not … Read more
Watch or Listen on YouTube Claude Cowork: What’s New And How It Compares To ChatGPT Agent Introduction Your AI assistant is great at talking. Your computer still needs you to do the work. That gap is why people keep bouncing between tabs, copying text into docs, nudging spreadsheets into shape, renaming files one by one, … Read more
Watch or Listen on YouTube Universal Commerce Protocol: UCP Agentic Checkout Breaks The N×N Bottleneck Introduction The web can do anything, except the last 3 percent. You can research a product inside a chat, compare options, even negotiate tradeoffs, then buying it still means getting kicked out into tabs, carts, and forms like it’s 2009. … Read more
Watch or Listen on YouTube The 45% Trap: Why Multi-Agent Systems Are Failing (New Google/MIT Study) 1. Introduction: Is The “More Agents” Heuristic Dead? Somewhere along the way, we absorbed a comforting myth: if an AI agent struggles, just add friends. It sounds reasonable. Humans form teams, teams tackle bigger problems, so surely Multi Agent … Read more
Watch or Listen on YouTube ToolOrchestra Explained Introduction We have a problem in AI right now. We are addicted to scale. For the last few years, the dominant strategy has been simple: if you want a smarter answer, you build a bigger model. We treat models like GPT-5 or Claude Opus as omniscient gods, asking … Read more
Watch or Listen on YouTube Text to CAD vs VideoCAD: Why MIT’s VideoCAD Won’t Replace Engineers Yet 1. Introduction There is a specific kind of existential dread currently floating around social media an news. It usually starts with a screenshot of a bridge designed by an LLM that defies physics, followed by a comments section … Read more
Watch or Listen on YouTube Agentic AI Explained: A Practical Guide To The Agentic Shift Introduction The era of AI that talks is ending. The era of AI that actually does things has begun. Teams wired these models into everything, until finance asked a blunt question: where is the impact? That question exposed the Gen … Read more