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Watch or Listen on YouTube Conditional Memory And DeepSeek Engram: When Lookup Beats More Compute Introduction Bigger models keep winning, but the reason is not always “more intelligence.” Sometimes it is just less wasted work. The Engram paper makes an almost irritatingly sensible point. Transformers do two jobs at once: they remember stable patterns, and … 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 Epiplexity vs. Entropy: The New Metric That Explains What AI Actually Learns Introduction If you’ve ever stared at a loss curve and thought, “Cool, it’s going down, but what did the model actually learn?”, you’re not alone. We’ve trained ourselves to treat lower loss like truth. But a model can … Read more
Watch or Listen on YouTube Weekly AI News January 10 2026: The Pulse And The Pattern Full coverage of news Introduction This week feels like someone turned the difficulty slider up on the whole field. Models are learning to reason longer without getting slower, chips are getting rebuilt as full racks instead of parts, and … Read more
Watch or Listen on YouTube Alpamayo-R1 Review: From Black Box to Glass Box Introduction If you have ever watched a self-driving demo and thought, “Cool, but why did it do that?”, you are not alone. Autonomous driving has spent a decade getting better at perception, better at prediction, and better at path planning, while staying … Read more
Watch or Listen on YouTube NVIDIA Rubin Explained: Six Chips, One Rack-Scale AI Supercomputer Introduction Every GPU generation comes with a familiar temptation, stare at the peak numbers, then mentally multiply by “how many can I buy.” It is a comforting game because it avoids the messy part, the part where real systems lose time, … Read more