Artificial intelligence tools have increasingly assisted data scientists and developers by automating code writing. However, tools that merely generate isolated code snippets often fall short. Their primary limitation is a lack of understanding of the broader project context, leading to several common issues:
- Generic Placeholder Code: AI tools that lack workflow context tend to produce code with generic placeholders, like df or var1. Such code requires manual intervention to adjust variables and integrate correctly with existing project…

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