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#AI

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Truly a thought-provoking piece, from the author of τ-bench. https://ysymyth.github.io/The-Second-Half/#ai So what’s suddenly different now? In three words: RL finally works. More precisely: RL finally generalizes. After several major detours and a culmination of milestones, we’ve landed on a working recipe to solve a wide range of RL tasks using language and reasoning. The second half of AI — starting now — will shift focus from solving problems to defining problems. In this new era, evaluation becomes more important than training. Instead of just asking, “Can we train a model to solve X?”, we’re asking, “What should we be training AI to do, and how do we measure real progress?” To thrive in this second half, we’ll need a timely shift in mindset and skill set, ones perhaps closer to a product manager. It turned out the most important part of RL might not even be the RL algorithm or environment, but the priors, which can be obtained in a way totally unrelated from RL (LLMs).

https://ai-2027.com “We predict that the impact of superhuman AI over the next decade will be enormous, exceeding that of the Industrial Revolution.” 不管怎样，这个页面的 interaction 很棒 #ai

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#ai J. Simon et al., “There will be a scientific theory of deep learning,” arXiv [stat.ML], Apr. 23, 2026. doi: 10.48550/arXiv.2604.21691. Available: http://arxiv.org/abs/2604.21691. [Accessed: May 01, 2026]

#ai PaperOrchestra https://yiwen-song.github.io/paper_orchestra/

#ai It might be hard to distinguish deceptive behavior and ignorance due to being incapable. ----- Opinion: AI systems can easily lie and deceive us – a fact researchers are painfully aware of https://www.westernsydney.edu.au/news-centre/stories/2025/opinion-ai-systems-easily-lie-and-deceive-us-fact-researchers-aware-of

#ai Wow, the compression is amazing. Seriously, is there a similar correspondence like the Ads/CFT correspondence for transformers? https://swarmnotes.kausalflow.com/

#ai https://productivityradar.com/how-to-use-ai-as-a-manager/

#ai https://www.figure.ai/news/helix-02-living-room-tidy