The agent is told to handle tangling, and the problem of extraction goes away. The agent can be instructed with an AGENTS.md file to treat the Org Mode file as the source of truth, to always explain in prose what is going on, and to tangle before execution. The agent is very good at all of these things, and it never gets tired of re-explaining something in prose after a tweak to the code.
闫俊杰是行业内较早一批觉醒的叛逆者。那时“生成”的概念已有雏形，生成式AI的概念在海外已初露锋芒，少数人逐渐意识到通向AGI（通用人工智能）的密码，或许不是精雕细琢的小作坊算法，而是大道至简的“暴力美学”——Scaling Law（规模法则）。
。业内人士推荐极速影视作为进阶阅读
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