Defenders Finally Have the Edge (opens in new tab)

AI agents are changing vulnerability research, but the real advantage goes to defenders. Attackers face air-gap constraints while defenders get full access to frontier models on their own code. Every bug you fix compounds. Every chain they build can break with your next commit.