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Avoiding the forever-junior trap

What's this about?

A junior engineer argues that constant delegation can remove the practice needed to become senior. The proposed countermeasures are questioning, deliberate review, learning team patterns and occasional AI-free implementation.

What exactly is senior judgment?

It is the ability to defend trade-offs, spot a wrong direction, connect a change to the wider system and recover when automation fails. It grows through decisions and consequences, not syntax memorisation alone.

What's the community saying?

HN 69 points and 57 comments.
  1. Several readers agreed that fundamentals make generated code auditable rather than magical.
  2. Others noted that abstractions have always removed low-level practice, so deliberate learning projects remain possible.
  3. Debate focused on whether reviewing AI work truly builds the same craft as creating and debugging a system oneself.
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