--- title: How to Actually Review AI Code (Don't Just Trust It) description: A practical demonstration of using PyCharm's debugger to review AI-generated FastAPI code before shipping to production. The workflow involves setting... canonical: https://daily.dev/posts/how-to-actually-review-ai-code-don-t-just-trust-it--uhlh6um3s twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: How to Actually Review AI Code (Don't Just Trust It) | daily.dev og:description: A practical demonstration of using PyCharm's debugger to review AI-generated FastAPI code before shipping to production. The workflow involves setting... og:url: https://daily.dev/posts/how-to-actually-review-ai-code-don-t-just-trust-it--uhlh6um3s og:image: https://api.daily.dev/og/posts/uHlh6Um3s.png og:image:alt: How to Actually Review AI Code (Don't Just Trust It) og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # How to Actually Review AI Code (Don't Just Trust It) **[Tech With Tim](https://daily.dev/sources/TechWithTim)** · 1 min read · 0 upvotes · 0 comments ## Summary A practical demonstration of using PyCharm's debugger to review AI-generated FastAPI code before shipping to production. The workflow involves setting breakpoints, running in debug mode, and stepping through code line by line to inspect variable values in real time — catching a bug in the AI-generated code that would have otherwise shipped undetected. The core message: use AI for speed, but verify with a debugger before trusting the output. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [How to Debug Python Code With an AI Agent Quiz – Real Python](https://daily.dev/posts/how-to-debug-python-code-with-an-ai-agent-quiz-real-python-ttzlmfhyh) · Real Python · 0 upvotes · 0 comments - [How to Evaluate AI Code Quality: A Practical Guide for Engineers](https://daily.dev/posts/how-to-evaluate-ai-code-quality-a-practical-guide-for-engineers-rbtcmfynl) · freeCodeCamp · 0 upvotes · 0 comments --- Tags: [#ai](https://daily.dev/tags/ai), [#python](https://daily.dev/tags/python) [View this post on daily.dev](https://daily.dev/posts/how-to-actually-review-ai-code-don-t-just-trust-it--uhlh6um3s) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"How to Actually Review AI Code (Don't Just Trust It)","url":"https://daily.dev/posts/how-to-actually-review-ai-code-don-t-just-trust-it--uhlh6um3s","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/how-to-actually-review-ai-code-don-t-just-trust-it--uhlh6um3s"},"datePublished":"2026-07-04T12:55:18.702Z","dateModified":"2026-07-04T12:57:10.742Z","description":"A practical demonstration of using PyCharm's debugger to review AI-generated FastAPI code before shipping to production. The workflow involves setting...","image":"https://i.ytimg.com/vi/IMBxVVwQx-U/sddefault.jpg","thumbnailUrl":"https://i.ytimg.com/vi/IMBxVVwQx-U/sddefault.jpg","isAccessibleForFree":true,"articleSection":"Tech With Tim","inLanguage":"en","publisher":{"@type":"Organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180}},"author":{"@type":"Organization","name":"Tech With Tim","logo":"https://media.daily.dev/image/upload/s--6vVIDfU0--/f_auto/v1711726146/logos/TechWithTim","url":"https://daily.dev/sources/TechWithTim"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/how-to-actually-review-ai-code-don-t-just-trust-it--uhlh6um3s","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":0},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"ai,python","timeRequired":"PT1M","video":{"@type":"VideoObject","name":"How to Actually Review AI Code (Don't Just Trust It)","description":"A practical demonstration of using PyCharm's debugger to review AI-generated FastAPI code before shipping to production. The workflow involves setting...","thumbnailUrl":"https://i.ytimg.com/vi/IMBxVVwQx-U/sddefault.jpg","uploadDate":"2026-07-04T12:55:18.702Z","duration":"PT1M","url":"https://api.daily.dev/r/uHlh6Um3s","embedUrl":"https://www.youtube.com/embed/IMBxVVwQx-U"}} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"Tech With Tim","item":"https://daily.dev/sources/TechWithTim"},{"@type":"ListItem","position":3,"name":"How to Actually Review AI Code (Don't Just Trust It)"}]} ```