(agree but the caveat is "transmission fails -at the tested size- 10-11k examples". given that it works on same distribution, my null hypothesis would be to expect this to work for more deviant distributions with say 6-9 more OoMs of steganized data)
MACHINE LEARNING
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TorchTitan Model Configuration and Zero3 Zero2 Trade-offs
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thanks for sharing the configs.
The model is too small for the defaults to be tuned around it. ( thanks @lessw2020 for looking into it).
Most folks who use TorchTitan don't quite train in that distribution.
Also, the zero3 -> zero2 is a compute/memory trade-off). -
Microsoft’s AI Applicability Ranking: 40 Most and Least Affected Jobs
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Microsoft just released their list of the 40 jobs most AI-applicable and the 40 jobs least AI-applicable. This list may have overlap with replaceability and job transformation. (Phlebotomists, you've got nothing to worry about.)
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Demis Hassabis on AI, AGI, and the Future of Computing
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Here's my conversation with @demishassabis, CEO of Google DeepMind, all about the future of AI & AGI, simulating biology & physics, video games, programming, video generation, world models, Gemini 3, scaling laws, compute, P vs NP, complexity, energy (solar & fusion), and much… pic.twitter.com/VhbqmBQHje
— Lex Fridman (@lexfridman) 23 juillet 2025Here's my conversation with @demishassabis
, CEO of Google DeepMind, all about the future of AI & AGI, simulating biology & physics, video games, programming, video generation, world models, Gemini 3, scaling laws, compute, P vs NP, complexity, energy (solar & fusion), and much -
Self-directed antibodies and AI optimize cancer immunotherapy response
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New @Nature Our self-direct (auto-)antibodies shape response to cancer immunotherapy. Yet another reason we need an immunome to optimize cancer treatment (and prevention)
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LLM Economist: Population Models and Multi-Agent Mechanism Design
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LLM Economist Large Population Models and Mechanism Design in Multi-Agent Generative Simulacra
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Deep Researcher: Test-Time Diffusion for Multi-Hop Reasoning
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"Deep Researcher with Test-Time Diffusion" This paper treats report writing as an iterative retrieval‑augmented diffusion process that can be enhanced by component‑wise self‑evolution. This demonstrates SoTA on multi‑hop search‑and‑reasoning benchmarks.
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AI Climate Simulators Achieve 20-100x Speed Gains
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AI-powered climate simulators run 20–100x faster, delivering higher resolution and richer insights, without compromising accuracy.
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AI Transforming Climate Science and Weather Forecasting
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How is AI transforming climate science and weather forecasting?
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Microbiome Sixth Sense Regulates Eating Behavior Via Gut-Brain
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The gut's 'sixth sense' microbiome regulating eating behavior in real time, another new path for the gut-brain axis, "neurobiotic," in the mouse model