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When your intentions are very pure and clear, nature brings support to you.-Gurudev 🍁🌿 あなたの意図が純粋で明確であればあるほど、自然はあなたを支えてくれる。-グルデヴ🍁🌿
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Ethereum is both an abstract philosophical concept (the ontological Turing machine) and a practical research and development effort that aims to answer this question that pertains to the nature of Ethereum. How the nature of "Ethereum" as a protocol comes to be determined through the ACD governance mechanism, how cryptographic truth comes to be defined, and how convergent consensus is reached using majority representation of Ethereum's observers is what reduces the ontology of the world computer down to what we today call the Ethereum network. Here's how the world computer comes to be defined:
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▽ Mo: 天川星夏さん(@seika_ruru) . . 2026-09-12 nature撮影会 4部 #nature撮影会# #天川星夏# #グラビア# ※掲載許可済
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耶鲁大学计算机科学博士生 Chen Liu(刘晨)把自己发表在 Nature Machine Intelligence、ICML、NeurIPS、ECCV 等顶刊顶会论文中的 Python 绘图脚本整理开源成 figures4papers 仓库; 然后受朋友 Shan Chen 启发,把这套绘图经验打包成了可供 AI 编程助手调用的 Skill。
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My dear friends, I am happy to report the publication of the most important paper in my life to date (we have several great papers coming out but this is very special). Tomorrow, I will present this paper for the first time at the Nature AI Healthcare in Paris and will post a longer post on this story and its broader implications for how to conduct clinical trials. Please read it and comment on it. Many thanks to the great co-authors of the study and everyone who contributed. Many thanks to the many reviewers (friendly and unfriendly) for spending so much time and helping make it better. Link in the comments.
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graph engineer vs loop engineer : 不是替代,是嵌套。Loop 是最小的 Graph(单节点自环);Graph 里每个干活的节点内部仍在跑自己的 Loop。"Loop Engineering is dead" 是 Hame‍l Husain 的反讽炒作。完整递进链:Prompt → Context → Harness → Loop → Graph,每层向外包一层。 多 Agent 不是必然更好。《Nature Machine Intelligence》2026 年研究(260 种配置):可拆分的金融任务多 Agent 最高 +80.8%;强顺序依赖任务最高 −70%;SWE-bench Verified 上四类多 Agent 架构全部 −1.3%~−12.8%。决定变量是任务可拆分性,不是复杂度。 选型规则(社区共识版):一个 Agent + 工具 = Loop;多个 Agent + 交接 = Graph。当你在 Loop 里硬塞并行、独立评审、人工审批门时,就是该升级到 Graph 的信号。
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荷塘湿地,白鹭齐舞,邂逅大自然的诗意🌿 Flocks of egrets dance over the lotus‑filled wetland, a poetic gift from nature.
【Departing from Shenzhen North Station】Leave the city skyline behind and head to the valleys of northern Guangdong, where nature has carved thousands of stunning peaks. Depart from Shenzhen North Railway Station and reach Qingyuan Station in about 1 hour
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