--- title: "LLM codegen fails and how to stop 'em — Danilo Campos, PostHog" source_name: "AI Engineer" original_url: "https://www.youtube.com/watch?v=juoNbJiZUi0" canonical_url: "https://www.traeai.com/articles/eb748263-1441-460d-a1a4-197350b0dd55" content_type: "video" language: "中文" score: 6 tags: ["LLM","大型语言模型","代码生成","Danilo Campos","PostHog"] published_at: "2026-04-30T14:00:06+00:00" created_at: "2026-05-01T00:26:08.411069+00:00" --- # LLM codegen fails and how to stop 'em — Danilo Campos, PostHog Canonical URL: https://www.traeai.com/articles/eb748263-1441-460d-a1a4-197350b0dd55 Original source: https://www.youtube.com/watch?v=juoNbJiZUi0 ## Summary Danilo Campos from PostHog discusses common fails with Large Language Models (LLMs) and strategies to mitigate them, in a YouTube video aimed at AI engineers. ## Key Takeaways - 识别并理解LLM在生成代码时常见的失败模式。 - 采取策略优化输入提示，提高模型输出质量。 - 实施后处理技术，如代码审查和测试，以确保生成代码的准确性。 ## Content Title: How to stop LLM Fails — Danilo Campos, PostHog URL Source: http://www.youtube.com/watch?v=juoNbJiZUi0 Markdown Content: # How to stop LLM Fails — Danilo Campos, PostHog - YouTube Back [![Image 1](http://www.youtube.com/watch?v=juoNbJiZUi0)](http://www.youtube.com/ "YouTube Home") Skip navigation Search Search with your voice [](http://www.youtube.com/watch?v=juoNbJiZUi0) [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%252Fwatch%253Fv%253DjuoNbJiZUi0&hl=en&ec=65620) [![Image 2](http://www.youtube.com/watch?v=juoNbJiZUi0)](http://www.youtube.com/ "YouTube Home") [](http://www.youtube.com/watch?v=juoNbJiZUi0) [](http://www.youtube.com/watch?v=juoNbJiZUi0) [](http://www.youtube.com/watch?v=juoNbJiZUi0) [](http://www.youtube.com/watch?v=juoNbJiZUi0) [How to stop LLM Fails — Danilo Campos, PostHog](http://www.youtube.com/watch?v=juoNbJiZUi0) [](http://www.youtube.com/watch?v=juoNbJiZUi0) Tap to unmute 2x [![Image 3](http://www.youtube.com/watch?v=juoNbJiZUi0)](http://www.youtube.com/watch?v=juoNbJiZUi0) ## How to stop LLM Fails — Danilo Campos, PostHog AI Engineer 1,078 views 10 hours ago [](http://www.youtube.com/watch?v=juoNbJiZUi0) Search Copy link Info Shopping ![Image 4](http://www.youtube.com/watch?v=juoNbJiZUi0) [![Image 5](http://www.youtube.com/watch?v=juoNbJiZUi0)](http://www.youtube.com/watch?v=juoNbJiZUi0) If playback doesn't begin shortly, try restarting your device. • You're signed out Videos you watch may be added to the TV's watch history and influence TV recommendations. 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Drawing from a system that helps 5,000+ users each month, he shares a playbook for making autonomous codegen more reliable, correct, and production-ready.…...more ...more How this was made Auto-dubbed Audio tracks for some languages were automatically generated. [Learn more](http://support.google.com/youtube/answer/15569972?hl=en) Transcript Follow along using the transcript. Show transcript [![Image 8](http://www.youtube.com/watch?v=juoNbJiZUi0) ### AI Engineer 437K subscribers](http://www.youtube.com/@aiDotEngineer) [Videos](http://www.youtube.com/channel/UCLKPca3kwwd-B59HNr-_lvA/videos)[About](http://www.youtube.com/channel/UCLKPca3kwwd-B59HNr-_lvA/about) Show less [](http://www.youtube.com/watch?v=juoNbJiZUi0) # How to stop LLM Fails — Danilo Campos, PostHog 1,078 views 1K views Premiered 10 hours ago 47 Share Save Download Download ## 1 Comment Sort comments Sort by [Top Show featured comments](http://www.youtube.com/watch?v=juoNbJiZUi0)[Newest Show recent comments, including potential spam](http://www.youtube.com/watch?v=juoNbJiZUi0) ![Image 9: Default profile photo](https://yt3.ggpht.com/a/default-user=s48-c-k-c0x00ffffff-no-rj) Add a comment... ![Image 10](https://yt3.ggpht.com/JTTpQP70A0gaV6p2oX50gNr3AuZOSgVRVjXUGN3m2qcdVMheexKh7S4PVmXb4I8SvAps5DHLOg=s88-c-k-c0x00ffffff-no-rj) ### [@Valurinn](http://www.youtube.com/@Valurinn) [3 hours ago](http://www.youtube.com/watch?v=juoNbJiZUi0&lc=UgySXVozpxgTUu-IWKZ4AaABAg) One minute in and I already love this guy! Show less Read more Like Dislike Reply Top is selected, so you'll see featured comments ## Comments 1 [Top Show featured comments](http://www.youtube.com/watch?v=juoNbJiZUi0)[Newest Show recent comments, including potential spam](http://www.youtube.com/watch?v=juoNbJiZUi0) ## In this video Transcript ## Description How to stop LLM Fails — Danilo Campos, PostHog Danilo Campos breaks down the most common failure modes in LLM code generation and the practical strategies PostHog uses to prevent them. Drawing from a system that helps 5,000+ users each month, he shares a playbook for making autonomous codegen more reliable, correct, and production-ready. Speaker info: * [![Image 11](http://www.youtube.com/watch?v=juoNbJiZUi0)/danilocampos](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbGM0WWMySHoyUUZiSGxVWFV2VHZuVzI3Mmc5UXxBQ3Jtc0tsRm85WmhlYkdNamljWFByR1VRXzdDcTBnUUZ0dzNHMTBrdFc0S25HME1TTFEtQnE3ZzJhbXBOd3o2T3dxVGYtaHdwRDRiamxOa2JiSnRYZVcySzhXeEd3THh4S2dwWlpXWmFjNW9fal9XaG45UTJCMA&q=https%3A%2F%2Fwww.linkedin.com%2Fin%2Fdanilocampos&v=juoNbJiZUi0) …...more ...more Show less How this was made Auto-dubbed Audio tracks for some languages were automatically generated. [Learn more](http://support.google.com/youtube/answer/15569972?hl=en) Transcript Follow along using the transcript. Show transcript [![Image 12](http://www.youtube.com/watch?v=juoNbJiZUi0) ### AI Engineer 437K subscribers](http://www.youtube.com/@aiDotEngineer) [Videos](http://www.youtube.com/channel/UCLKPca3kwwd-B59HNr-_lvA/videos)[About](http://www.youtube.com/channel/UCLKPca3kwwd-B59HNr-_lvA/about) ## Transcript NaN / NaN Chat Replay is disabled for this Premiere. 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