The shift toward an AI-driven framework that prioritizes testing based on quantified risk represents a fundamental restructuring of the burden of proof in engineering and manufacturing. The pattern observed is that the challenge in AM qualification is not merely technical complexity, but the structural inefficiency of relying on exhaustive physical testing to cover uncertainty. The progression from traditional, exhaustive testing to an AI system that targets high-value tests is not just an optim...