turns out, senior engineers accept more agent output than juniors. this is because: - they write higher-signal prompts with tighter spec and minimal ambiguity - they decompose work into agent-compatible units - they have stronger priors for correctness, making review faster and more accurate - juniors generate plenty but lack the verification heuristics to confidently greenlight output shows that coding agents amplify existing engineering skill, not replace it