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Generative AI for Software Development
book

Generative AI for Software Development

by Sergio Pereira
July 2025
Intermediate to advanced
170 pages
4h 13m
English
O'Reilly Media, Inc.
Content preview from Generative AI for Software Development

Chapter 8. Implementation Success Stories

In early 2025, renowned AI researcher Andrej Karpathy (former director of AI at Tesla and a founding member of OpenAI) coined the term vibe coding in a viral tweet:

There’s a new kind of coding I call “vibe coding”, where you fully give in to the vibes, embrace exponentials, and forget that the code even exists. It’s possible because the LLMs (e.g. Cursor Composer w Sonnet) are getting too good. Also I just talk to Composer with SuperWhisper so I barely even touch the keyboard. I ask for the dumbest things like “decrease the padding on the sidebar by half” because I’m too lazy to find it. I “Accept All” always, I don’t read the diffs anymore. When I get error messages I just copy paste them in with no comment, usually that fixes it. The code grows beyond my usual comprehension, I’d have to really read through it for a while. Sometimes the LLMs can’t fix a bug so I just work around it or ask for random changes until it goes away. It’s not too bad for throwaway weekend projects, but still quite amusing. I’m building a project or webapp, but it’s not really coding - I just see stuff, say stuff, run stuff, and copy paste stuff, and it mostly works.

Karpathy is describing a new way in which developers often find themselves collaborating with AI tools: we give a few directions in a prompt, let the model generate the bulk of the code, then patch and iterate as we go.

Karpathy joked about skipping error messages entirely, saying that his approach ...

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Publisher Resources

ISBN: 9781098162269Errata Page