It's simple, they'll just let the LLM debug it!

This is why I believe the need for actually good engineers will never go away because LLMs will never be perfect.

Exactly. It's a force multiplier - sometimes the direction is wrong.

Same week I went into a deep rabbit hole with Claude and at no point did it try to steer me away from pursuing this direction, even though it was a dead end.