# The 3 Levels of Debugging With AI

DevFeed: [The 3 Levels of Debugging With AI](<https://devfeed.tech/articles/the-3-levels-of-debugging-with-ai-5816.md>)

Original publisher: [Read original article](<https://neon.com/blog/the-3-levels-of-debugging-with-ai>)

Author: Andrew Tate

Published: 2025-05-22T17:40:11Z

Content type: tutorial

Language: en

Sources: [Blog -- Neon Docs](<https://devfeed.tech/sources/blog-neon-docs.md>)

Topics: [AI Chat](<https://devfeed.tech/topics/ai-chat.md>), [cursor](<https://devfeed.tech/topics/cursor.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [claude](<https://devfeed.tech/tags/claude.md>), [cursor](<https://devfeed.tech/tags/cursor.md>), [debugging](<https://devfeed.tech/tags/debugging.md>), [llm](<https://devfeed.tech/tags/llm.md>), [product](<https://devfeed.tech/tags/product.md>), [vibe-coding](<https://devfeed.tech/tags/vibe-coding.md>)

## AI overview

An overview of three levels of AI-assisted debugging, from pasting errors into an LLM to using interactive debugging agents. It argues that lightweight prompting can work for shallow bugs and notes that Cursor's Agent mode can implement fixes.

## Source excerpt

Nothing works first time: if you are coding, you are debugging. This used to mean console.log(), print statements scattered like breadcrumbs, and hours spent staring at stacktraces trying to decipher what went wrong and where. No longer. Now, errors are chucked into Claude to dec...