The peculiar reality is that we already know this. We've always known this. Every physics textbook includes chapter exercises, and every physics instructor has declared: you cannot learn physics through observation. You must employ writing instruments. You must attempt problems. You must err, contemplate errors, and identify reasoning failures. Reading solution manuals and agreement creates understanding illusions. It doesn't constitute understanding. Every student who has skimmed problem sets through solutions then failed examinations knows this intuitively. We possess centuries of accumulated educational wisdom confirming that attempts, including failed attempts, represent where learning occurs. Yet somehow, regarding AI systems, we've collectively decided that perhaps this time differs. That perhaps approving automated outputs substitutes for personal computations. It doesn't. We knew this before LLMs existed. We apparently forgot the moment they became convenient.
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