How ancient Scottish rocks throw ‘snowball Earth’ theory up in the air

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Nature, Published online: 25 February 2026; doi:10.1038/s41586-026-10142-1

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I wanted to test this claim with SAT problems. Why SAT? Because solving SAT problems require applying very few rules consistently. The principle stays the same even if you have millions of variables or just a couple. So if you know how to reason properly any SAT instances is solvable given enough time. Also, it's easy to generate completely random SAT problems that make it less likely for LLM to solve the problem based on pure pattern recognition. Therefore, I think it is a good problem type to test whether LLMs can generalize basic rules beyond their training data.,推荐阅读Line官方版本下载获取更多信息

The Implications of My Agentic Successes#Like many who have hopped onto the agent train post-Opus 4.5, I’ve become nihilistic over the past few months, but not for the typical reasons. I actually am not hitting burnout and I am not worried that my programming skills are decaying due to agents: on the contrary, the session limits intended to stagger server usage have unintentionally caused me to form a habit of coding for fun an hour every day incorporating and implementing new ideas. However, is there a point to me writing this blog post and working on these libraries if people will likely just reply “tl;dr AI slop” and “it’s vibecoded so it’s automatically bad”?

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