The cybersecurity industry has spent much of the last two years debating how attackers might use AI. That debate matters, but it misses a larger point: defenders now have an opportunity to change the economics of cyber risk. For me, the question is not whether AI will influence cybersecurity. It already is. The real question is whether we can use it to help security teams move faster than risk accumulates, from manual review and ticketing toward continuous, machine-speed validation, prioritizati
