When to use AI pair programming for exploration vs production code
AI-augmented coding excels at rapid exploration and design discovery—quickly testing hypotheses and expanding the solution space—but falls short for expansion and extraction phases where predictability and correctness matter most. The 3X framework reveals where genies add genuine value and where human judgment remains essential.
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