AI is changing how security work gets done.
Defenders can review more code, test more hypotheses, and explore more edge cases than ever before.
But the same tools are available to attackers.
So the job is now twofold: use AI to find bugs faster, and make sure the AI tools themselves run with limited access, limited permissions, and safe failure modes.