You're a new graduate engineer. Your manager encourages the team to lean on AI coding tools for speed; your onboarding buddy privately warns you that depending on them will stunt your growth and that reviewers can tell. You have your first feature due Friday. How do you decide your approach?

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Stay specific. One example, told well, beats three told fast. Make your decisions visible — what you chose between. End on what changed, for whom.

You're a new graduate engineer. Your manager encourages the team to lean on AI coding tools for speed; your onboarding buddy privately warns you that depending on them will stunt your growth and that reviewers can tell. You have your first feature due Friday. How do you decide your approach?

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