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AI From Scratch/Lesson 41/~60 minutes
The Workbench on a Real Repo
Eleven lessons of surfaces are worth nothing if they do not survive contact with a real codebase. This lesson runs the same task twice on a small sample app: prompt-only versus workbench-guided. The numbers do the arguing.
BuildPython (stdlib)