North Mini Code and Agentic Coding Benchmarks
Short note on North Mini Code, Cohere’s 30B total and 3B active open-weight MoE model for agentic coding tasks.
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North Mini Code and Agentic Coding Benchmarks
Short note on North Mini Code, Cohere’s 30B total and 3B active open-weight MoE model for agentic coding tasks.
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Here’s what Jeff Bezos’ new startup Prometheus will do
In November, Jeff Bezos announced that he would become co-CEO of a new startup called Prometheus. At the time, the startup said it would focus on “physical AI”—an increasingly common term for applying the same deep learning principles behind large language models or generative AI to things like robotics and manufacturing—but specifics were scarce. Now, with a major new round of funding, Bezos and co-founder Vik Bajaj have talked about it in slightly more detail. The funding round […]
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Have politics finally come for the National Academies of Science?
Founded during the US Civil War to provide advice to the government, the National Academies of Science have become one of the most prestigious scientific organizations. Its primary function is to prepare comprehensive reports on scientific and technological issues, aided by its ability to attract top talent from across the country. Those reports have not been afraid to weigh in on matters of public controversy and risk offending powerful groups, which it has managed to do without losing […]
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Quoting Andrew Singleton
Jenny owns a crematorium. John’s propane company gives her a $20 billion investment in return for 5 percent of her operation. Jenny throws $10 billion into the incinerator, then pays John $10 billion to buy propane to burn that money to ashes. John reports that his AI investments have generated $10 billion in revenue this quarter and that he owns 5 percent of a $100 billion business. A reporter from Forbes is assigned to profile John and Jenny, […]
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Ukraine’s one-time test used fully autonomous drones to kill Russian soldiers
Fully autonomous drones killed Russian soldiers during a battlefield test two years ago, according to a Ukrainian drone manufacturer. If true, the incident would represent another milestone in a war that has spurred unprecedented developments in military drones, robots, and AI-guided weaponry. The one-time test was revealed by Alexander Kokhanovskyy, CEO of the Ukrainian drone maker Aero Center, during an interview with New Scientist at a press event hosted by the Ukrainian embassy in London. Kokhanovskyy described the […]
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A Complexity Measure for Active Learning in Multi-group Mean Estimation
We study a emph{max-risk} objective for active learning in a multi-group mean estimation $d$-armed bandits: a learner adaptively allocates a budget of $T$ samples across $d$ groups to minimize the worst-case uncertainty index $max_{kin[d]}σ_k^2/n_k$, where $σ_k$ is the standard deviation of the distribution of arm $d$, and $n_k$ is the number of times arm $d$ is sampled. We develop a local minimax framework and prove the first general lower bound for this objective, valid for any finite-variance hypothesis […]
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Research into how AI can help users understand skin conditions
Health & Bioscience
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Optimal Hidden-Target Learning for Online Inventory Optimization on General Convex Sets
Online inventory optimization (OIO) is online convex optimization with physical memory: inventory carryover makes the feasible action set depend on the past. A natural principle, used in stochastic inventory learning and recently in OIO under a single linear capacity constraint, is to maintain a hidden target chosen by an online learner and implement its projection onto the currently feasible order-up-to set. We prove that this simple principle is optimal for OIO on arbitrary bounded convex capacity sets. With […]
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Mistral is rumored to be raising €3B at €20B valuation
The funding round would value the company at around €20 billion (about $23.15 billion), nearly double its Series C valuation of €11.7 billion.
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