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Can a product manager transition into AI engineering?

Yes, but the path requires deliberate technical investment. Most successful transitions take 12 to 24 months of evening and weekend hands-on work. The shortcut is to move first into AI product management at your current company, learn the technical surface from the inside, then move laterally into AI engineering after a year.

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