AI as an Engineering Multiplier
AI did not replace engineers. It changed how engineering time is spent. That difference is important. Multipliers Amplify What Exists AI amplifies habits. Good structure gets better. Bad structure gets faster. Ambiguity spreads quickly. If a team lacks standards, AI accelerates inconsistency. If a team has standards, AI reinforces them. AI acts like a force multiplier on existing team practices. It makes whatever you are already doing faster and more visible. ...