If your code comments say things like "filters data" next to df.filter, congratulations, everyone knows you copy-pasted from a chat window. Shifra makes the case for writing comments that actually explain the WHY, the constraints, the systems, the business logic.

That's the human value AI simply can't fake 🧠

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