--- title: "Andrej Karpathy: Software 3.0 is prompting, not coding" source_name: "Sequoia Capital" original_url: "https://www.youtube.com/shorts/R95PiIXrPKU" canonical_url: "https://www.traeai.com/articles/cf6afcc8-42bd-46e2-869b-957fb90de94f" content_type: "video" language: "中英混合" score: 7.8 tags: ["AI","Software Engineering","Prompt Engineering","Agentic AI"] published_at: "2026-05-01T12:00:49+00:00" created_at: "2026-05-02T01:46:25.396024+00:00" --- # Andrej Karpathy: Software 3.0 is prompting, not coding Canonical URL: https://www.traeai.com/articles/cf6afcc8-42bd-46e2-869b-957fb90de94f Original source: https://www.youtube.com/shorts/R95PiIXrPKU ## Summary Andrej Karpathy提出Software 3.0范式：软件开发正从手写代码（S1.0）和机器学习建模（S2.0）转向以提示工程驱动智能体协作的新阶段，核心能力是设计提示、调试行为与编排AI工作流。 ## Key Takeaways - Software 3.0 的本质是用提示（prompting）替代编码，开发者角色转变为AI系统架构师与行为调优者。 - 提示工程不是简单写指令，而是包含测试、迭代、可观测性与错误归因的系统性工程实践。 - Agentic engineering 意味着构建可自主规划、工具调用、反思修正的AI工作流，而非单次响应式调用。 ## Content Title: YouTube URL Source: http://www.youtube.com/shorts/R95PiIXrPKU Markdown Content: # YouTube Back [![Image 1](http://www.youtube.com/shorts/R95PiIXrPKU)](http://www.youtube.com/ "YouTube Home") Skip navigation Search Search with your voice [](http://www.youtube.com/shorts/R95PiIXrPKU) [Sign in](https://accounts.google.com/ServiceLogin?service=youtube&uilel=3&passive=true&continue=https%3A%2F%2Fwww.youtube.com%2Fsignin%3Faction_handle_signin%3Dtrue%26app%3Ddesktop%26hl%3Den%26next%3Dhttps%253A%252F%252Fwww.youtube.com%252Fshorts%252FR95PiIXrPKU&hl=en&ec=65620) [![Image 2](http://www.youtube.com/shorts/R95PiIXrPKU)](http://www.youtube.com/ "YouTube Home") [Home Home](http://www.youtube.com/ "Home")[Shorts Shorts](http://www.youtube.com/shorts/ "Shorts")[Subscriptions Subscriptions](http://www.youtube.com/feed/subscriptions "Subscriptions")[You You](http://www.youtube.com/feed/you "You") ![Image 3](https://yt3.ggpht.com/uCN-D7KzMQY-Ti-xTsNAwilXVFFMYjEBRju_mXrR22HUYxJZjVZgP_SnamO9KbPo2XN-nE3O-A=s48-c-k-c0x00ffffff-no-rj) [@sequoiacapital](http://www.youtube.com/@sequoiacapital/shorts) Subscribe ### [Andrej Karpathy: From Vibe Coding to Agentic Engineering](http://www.youtube.com/watch?v=96jN2OCOfLs) ## Andrej Karpathy: Software 3.0 is prompting, not coding 37 Dislike 1 Share Remix [![Image 4](https://yt3.ggpht.com/uCN-D7KzMQY-Ti-xTsNAwilXVFFMYjEBRju_mXrR22HUYxJZjVZgP_SnamO9KbPo2XN-nE3O-A=s48-c-k-c0x00ffffff-no-rj)](about:invalid#zClosurez) Sign in to confirm you’re not a bot This helps protect our community. 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