Technical Debt or Legal Risk? Auditing the AI Framework Ecosystem for EU AI Act

A comprehensive audit of major AI frameworks exposes significant vulnerabilities in human oversight and data privacy, signaling an urgent shift for engineering teams toward regulatory-by-design architectures. This analysis serves as a wake-up call that functional code is no longer enough; systems must now meet the rigorous technical standards of Articles 9–15 to survive upcoming enforcement.