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**PRE RELEASE** - if you're reading this, this post has not been published fully yet - feedback welcome but please don't pass this around just yet!
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# Getting AI to Work in Complex Codebases
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It seems pretty well-accepted that AI coding tools struggle with real production codebases. The [Stanford study on AI's impact on developer productivity](https://www.youtube.com/watch?v=tbDDYKRFjhk) found:
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