MathMaven

Check out this video from Fox News: "Career criminal suspect opens fire on RANDOM cars in Massachusetts #short s#us #news #shooting" Watch here: https://www.youtube.com/shorts/HR2KcIHocNQ

In an unexpected turn, the two companies signed a deal for Anthropic to use computing resources from Elon Musk’s xAI. Source: https://www.wired.com/story/anthropic-spacex-compute-deal-colossus/

Capcom and Sony's new sci-fi shooters may or may not be the start of a trend, but they make an special pair Source: https://www.polygon.com/patch-notes-saros-pragmata/

Apple CEO Tim Cook told analysts that AI adoption has happened faster than expected. Source: https://www.wired.com/story/apple-sold-out-mac-mini-openclaw/

The D1 humanoid robot, built by a smartphone manufacturer, has beaten the human-held world record by around seven minutes. Source: https://www.livescience.com/technology/robotics/runners-have-finally-completed-a-sub-2-hour-marathon-but-another-running-world-record-was-recently-smashed-this-time-by-a-humanoid-robot-heres-how

AI R&D runs on a cycle of hypothesis, experiment, and analysis — each step demanding substantial manual engineering effort. A new framework from researchers at SII-GAIR aims to close that bottleneck by automating the full optimization loop for training data, model architectures, and learning algorithms. A new framework called ASI-EVOLVE, developed by researchers at the Generative Artificial Intelligence Research Lab (SII-GAIR), aims to solve this bottleneck. Designed as an agentic system for AI-for-AI research, it uses a continuous "learn-design-experiment-analyze" cycle to automate the optimization of the foundational AI stack. In experiments, this self-improvement loop autonomously discovered novel designs that significantly outperformed state-of-the-art human baselines. The system generated novel language model architectures, improved pretraining data pipelines to boost benchmark scores by over 18 points, and designed highly efficient reinforcement learning algorithms. For enterprise teams running repeated optimization cycles on their AI systems, the framework offers a path to reducing manual engineering overhead while matching or exceeding the performance of human-designed baselines. The data and design bottleneck Engineering teams can only explore a tiny fraction of the vast possible design space for AI models at any given time. Executing experimental workflows requires costly manual effort and frequent human intervention. And the insights gained from these expensive cycles are often siloed as individual intuition or experience, making it difficult to systematically preserve and transfer that knowledge to future projects or across different teams. These constraints fundamentally limit the pace and scale of AI innovation. AI has made incredible strides in scientific discovery, ranging from specialized tools like AlphaFold solving discrete biological problems to ag... Source: https://venturebeat.com/orchestration/new-ai-framework-autonomously-optimizes-training-data-architectures-and-algorithms-outperforming-human-baselines

Check out this video from Veritasium: "Why don't trains make *that* sound anymore?" Watch here: https://www.youtube.com/shorts/MVFd0qFB9TE

During the Cretaceous, 19-metre-long predatory octopuses swam the seas, and evidence from their fossilised remains suggest they may have been highly intelligent hunters Source: https://www.newscientist.com/article/2524049-largest-ever-octopus-was-great-white-shark-of-invertebrate-predators/?utm_campaign=RSS%7CNSNS&utm_source=NSNS&utm_medium=RSS&utm_content=home

Instagram is testing a new dedicated app that's focused around Snapchat-like photo sharing features. The app, called "Instants," was launched in Italy and Spain yesterday, Business Insider reports, and allows users to send each other disappearing photos that are available for 24 hours and can be viewed only once during that window. The app is currently available on both iOS and Android. Meta hasn't announced if a desktop version will follow, or whether Instants will be launched in other regions, including the US. It resembles the "Shots" instant photo sharing feature that is already baked into Instagram messages (and was later rebranded to … Read the full story at The Verge. Source: https://www.theverge.com/tech/918061/instagram-instants-app-launch-snapchat-bereal

Check out this video from Out of Spec Reviews: "What did the E46 do to deserve this?! 😢" Watch here: https://www.youtube.com/shorts/jciW4qydTLY