Good writeup. Here's an interesting fact about paged attention: It isn't free at the kernel level. As expected, the non-contiguous memory reads add roughly 20-26% overhead per attention kernel call. But the system-wide gain (2-4x throughput) overshadows that because you can
RESEARCH
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Jensen Huang on AI Infrastructure Buildout and Breakthroughs
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Davos 2026: Jensen Huang On The Five Layer AI Cake, The AI Bubble And Key AI Breakthroughs #NVIDIA's CEO Jensen Huang sat down with #BlackRock's Larry Fink at Davos to discuss why #AI represents the largest #infrastructure buildout in human history, already attracting hundreds
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Open Systems Enable Faster AI Progress Through Collaboration
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No, you get the most progress from an open system where everyone can build on each other’s results.
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Safe Robotic Arms: Passive Torque Control Framework
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How can we ensure robotic arms never crash, even when hit by unpredictable external forces? Researchers at University of Pennsylvania & UIUC present a new framework for viability-preserving passive torque control. By pre-calculating safe zones for joint movement and speed, the
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AI Engineers Reinventing Data Engineering Without Historical Knowledge
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somewhat unsure if ai engineers not knowing anything about the last 10 years of data engineering and slowly having to reinvent everything from first principles is a good or bad thing
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Mathematical Evolution: Theorems, Proofs, and Mathematician Selection
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In the evolution of mathematics, theorems are genes, proofs are crossover, and mathematicians are the fitness function.
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GPT-5.4 Pro: Advanced Mathematics Capabilities Unveiled
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such suspense — gpt-5.4 pro (potentially) for open mathematics:
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World Models Explained by NotebookLM
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World Models explained.
— Robert Scoble (@Scobleizer) 11 mars 2026
Another one of the @NotebookLM cinematic videos created by the report below.
The full notebook is dope. The podcast and slide deck is specifically awesome.
This explains why @ylecun got a billion bucks to start his company.
Full notebook:… https://t.co/JVyPP44FoI pic.twitter.com/sGBHeO4VfBWorld Models explained. Another one of the @NotebookLM cinematic videos created by the report below. The full notebook is dope. The podcast and slide deck is specifically awesome. This explains why @ylecun got a billion bucks to start his company. Full notebook:
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Community-driven tutorials bootstrap smarter AI education
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Smart way to bootstrap tutorials. Community-made content is always more useful than official docs IMO.
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PR #1000 Milestone: Open-Source RL Verifiers Community Ships
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PR #1000 for verifiers is a big milestone. The open-source RL community keeps shipping!