Deepfake-driven social engineering and rapid circumvention of AI watermarking are driving urgent concerns for defenders. Model governance, transparency, and vendor risk management are under scrutiny as AI is adopted throughout sensitive operations. Privacy, provenance, and resilience emerge as today’s key security themes.