AI Changes the Rules of Security Code Review

Security used to be a final checkpoint.

In the AI era, it has to be continuous.

Code is now generated, modified, and influenced by systems that move faster than traditional review cycles. That expands the surface area of risk.

Security code review in the AI era isn’t just about scanning for vulnerabilities.

It’s about understanding behavior:

• What can this agent access?

• How does it behave under edge cases?

• Where could assumptions turn into exposure?

As automation increases, so does responsibility.

The real challenge isn’t building faster.
It’s making sure security scales with intelligence.