
The Multiplier
AI multiplies what engineers already bring. Those with a strong foundation produce stronger output; those with surface-level familiarity produce confidently wrong output. The engineers getting better are the ones treating AI as a starting point for thinking, reading the output critically before shipping. The teams that plateau are the ones that treat velocity as the metric, as their understanding quietly stops keeping pace.