They are not the cold, calculating robots we were promised. They are made from us, from our words—and, as the Holy Father observes, they remain in important ways mysterious even to those of us who train them.
这段话以简洁有力的方式颠覆了公众对AI的刻板印象，揭示了AI系统的本质——它们是人类思想和语言的延伸，而非纯粹的机器。这种比喻既准确又富有哲理，让人重新思考AI的本质。
In nature, complex problems are rarely solved by a single monolithic entity, but rather by the coordinated efforts of specialized individuals working together.
作者将自然界生态系统作为类比，暗示AI发展应该遵循生物多样性的原则，而非当前行业普遍追求的单一大型模型。这与主流AI发展方向形成鲜明对比，提出了一个反直觉的生物学视角。
AIサイエンティストは、アイデアの創出から実験、分析、論文執筆、そして査読に至るまでの科学的研究サイクル全体をAIが自律的に遂行する仕組みです。この仕組みの定量的評価も含めた結果を、共同研究者とともにNature誌の論文として公開しています。
AI Scientist 研究——一个让 AI 自动化完整科研周期的系统——被 Nature 正式发表了。令人震惊的是：一篇关于「AI 能否替代科学家」的论文，本身就是通过「AI 辅助科研」的过程产生的，并通过了人类同行评审。这个自指性质让 Nature 的认可变成了一个双重背书：既是对内容的认可，也是对方法论的认可。Sakana 将这个成果作为 Marlin 的技术背书，是极为聪明的品牌叙事策略。
26:30 Brings up progress traps of this new technology
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question How do we shift our (human being's) relationship with the rest of nature
27:00
metaphor - interspecies communications - AI can be compared to a new scientific instrument that extends our ability to see - We may discover that humanity is not the center of the universe
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Question - Dr Doolittle question - Will we be able to talk to the animals? - Wittgenstein said no - Human Umwelt is different from others - but it may very well happen
34:54
species have culture - Marine mammals enact behavior similar to humans
36:29
citizen science bioacoustic projects - audio moth - sound invisible to humans - ultrasonic sound - intrasonic sound - example - Amazonian river turtles have been found to have hundreds of unique vocalizations to call their baby turtles to safety out in the ocean
41:56
ocean habitat for whales - they can communicate across the entire ocean of the earth - They tell of a story of a whale in Bermuda can communicate with a whale in Ireland
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progress trap - AI for interspecies communications - examples - examples - poachers or eco tourism can misuse
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progress trap - AI for interspecies communications - policy
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whale protection technology - Kim Davies - University of New Brunswick - aquatic drones - drones triangulate whales - ships must not get near 1,000 km of whales to avoid collision - Canadian government fines are up to 250,000 dollars for violating
50:35
environmental regulation - overhaul for the next century - instead of - treatment, we now have the data tools for - prevention
56:40 - ecological relationship - pollinators and plants have co-evolved
1:00:26
AI for interspecies communication - example - human cultural evolution controlling evolution of life on earth