Moving past autonomous exploitation to machine-speed security

Source: CSO Online · OCT 21, 2026

Frontier AI advancements have created a world where exploitation outpaces defense. The average enterprise takes 32 to 43 days to patch , but the mean time to exploit a vulnerability is 10 hours . This asymmetry creates questions around how enterprises can trust autonomous AI to operate ubiquitously across their environments. As I mentioned on the TechCrunch Disrupt stage last week, security at machine speed means AI accelerates the fix as quickly as it does the find. Below is an expanded take of that discussion. The asymmetry between detection and remediation The asymmetry between attackers and defenders exacerbates the patching problem. Traditional security models triage by severity using manual processes, which creates weeks- and months-long backlogs. But advanced models allow attackers to chain together low- and medium-severity flaws — which fly under the radar by design — to create a high-severity issue. For example, a cross-site scripting flaw, a session cookie hijack and a databa