How does cybersecurity experience help in AI roles?

Cybersecurity experience is one of the strongest backgrounds for AI roles, especially in AI safety, AI security, AI red teaming, AI governance, and AI evaluation. The instincts of adversarial thinking, threat modeling, controls layering, and post-incident analysis transfer directly. Most cybersecurity practitioners can move into a convergence AI role within 9 to 18 months of focused effort.