How do you validate the integrity of data feeding your AI models?
RESEARCH
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DeepSeek Sparse Attention Implementation in LLMs Repository
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Added a DeepSeek Sparse Attention (DSA) from-scratch implementation to my LLMs-from-scratch repo thanks to an awesome new reader contrib. With motivation, overview, and GPT-style model reference implementation as standalone example code: https://
github.com/rasbt/LLMs-fro
m-scratch/tree/main/ch04/09_dsa
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OpenAI reasoning model reportedly solves decades-old math problem
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80 years. Every top mathematician alive tried this problem. Nobody solved it. An internal OpenAI reasoning model did it in a single attempt. 9 of the world's top mathematicians verified the proof. A Fields Medalist said he'd recommend it for publication "without any
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Gary Marcus highlights the irony of critics as the field evolves
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It is truly astonishing to see the entire field evolving in the neurosymbolic and world model directions that I advocated in 2019 and 2020, and simultaneously to observe people claiming (inevitably without specific evidence) that I am still wrong.
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Global cognitive models have finally come of age
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six years ago world (cognitive) models were the centerpiece of my essay The Next Decade in AI.
— Gary Marcus (@GaryMarcus) 23 mai 2026
their time is finally coming. https://t.co/VdnPWajZckSix years ago, global (cognitive) models were at the heart of my essay *The Next Decade in AI*. Their time has finally come.
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China advances AI brain implants from trials to real-world use
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China moves #AI brain implants from trials towards real-world use
by Xiaoying You @Nature Learn more: https://
bit.ly/4uYVWCa #ArtificialIntelligence #MachineLearning #ML #Technology #Neurotechnology -

Scaling AI for Results: MIT Sloan Management Review Strategies
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Scaling #AI for results: Strategies from MIT Sloan Management Review
by Brian Eastwood @MITSloan Learn more: https://
bit.ly/4a5oXVc #MachineLearning #ArtificialIntelligence #MI #ML #DL -

Discover Sana: a new GitHub repo for machine learning by NVlabs
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repo → https://
github.com/NVlabs/Sana -
LLMs as Philosophical Zombies: Consciousness Debate
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A lot of people are arguing that LLMs are philosophical zombies
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Code as Agent Harness: Meta Paper Reframes AI Systems
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"Code as Agent Harness" Agents are becoming less like chatbots that write code and more like systems that run on code. This new Meta paper reframes code as the harness around an agent, the executable layer for reasoning, acting, memory, verification, and coordination. The key