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Source channel @githubtrending · Post #15314 · Dec 6

#python#brain_inspired_ai#deep_learning#large_language_models#reasoning The Hierarchical Reasoning Model (HRM) is a new type of AI that reasons more like a human brain, using a fast part for quick details and a slow part for big-picture planning. It solves hard logic tasks like Sudoku, mazes, and IQ-style puzzles very well, even though it is tiny (only 27 million parameters) and learns from very little data (just 1,000 examples). Unlike most large language models, it does not need long chains of written reasoning steps or huge amounts of training, which makes it much faster, cheaper, and more efficient. For the user, this means powerful reasoning in a small, fast system that can run on ordinary hardware and still beat much larger models on tough problems. https://github.com/sapientinc/HRM

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AI & Law

@ai_and_law · Post #732 · 12/26/2025, 08:04 AM

🇬🇧UK Publishes First Evidence-Based Assessment of Frontier AI Capabilities The UK AI Security Institute released its inaugural "Frontier AI Trends Report", presenting a public, data-driven assessment of how the most advanced AI systems are evolving. Based on two years of testing across cyber security, software engineering, biology, and chemistry, the report provides quantified evidence on AI capabilities, replacing speculation with measurable benchmarks. The findings show rapid capability growth. In cyber security, success on apprentice-level tasks rose from under 9% in 2023 to about 50% in 2025, and for the first time a model completed an expert-level task requiring up to 10 years of experience. In software engineering, models now complete hour-long tasks over 40% of the time, up from below 5% two years ago. In biology and chemistry, systems outperform PhD-level researchers on knowledge tests and enable non-experts to conduct advanced lab work. Safeguards are improving but remain imperfect. The time needed to discover a “universal jailbreak” increased from minutes to several hours between model generations, around a 40-fold improvement, though all tested systems remain vulnerable to some bypasses. The report makes no policy recommendations, but aims to improve transparency and inform regulators and policymakers globally about what frontier AI systems can actually do. #AIRegulation#AISafety#UKAI#FrontierAI#AIGovernance#TechPolicy

AI & Law

@ai_and_law · Post #153 · 10/31/2023, 08:04 AM

UK Government Unveils Report on Frontier AI Risks Hello AI & Law community! UK Prime Minister Rishi Sunak has issued a report to address AI's potential risks and harness its benefits. The report focuses on the rapid advancements in frontier AI and comprises three key sections: 1️⃣Capabilities and Risks from Frontier AI: This section discusses the current state of AI capabilities, potential improvements, and associated risks, including societal harms, misuse, and loss of control. 2️⃣Safety and Security Risks of Generative AI to 2025: It outlines global benefits of generative AI while emphasizing increased safety and security risks, particularly in enhancing threat actor capabilities and the effectiveness of attacks. 3️⃣Future Risks of Frontier AI: This section explores uncertainties in AI development, future system risks, and potential scenarios for AI up to 2030. The report, based on declassified information, raises concerns about generative AI being exploited by terrorists to plan biological or chemical attacks, posing a serious global security threat. Although some experts have questioned the UK Government's approach, the report highlights the need for collaborative measures to manage AI risks. An upcoming AI Safety Summit aims to foster discussions around these challenges, including misuse for cyberattacks or bioweapon design, AI systems acting autonomously, and broader societal impacts. #UKGovernmentAI#FrontierAI#AIRisks#AISafety#AIChallenges#UKAIReport#AIandLaw#AIPolicy#AIRegulation