> Luckily AI can speed up defenders as well as attackers here, allowing embargoes that would previously have been uselessly short.
This is an important facet of the problem space: security risks turning into an arms race for who wants to spend more tokens.
One interesting thing is that this makes closed source code even greater asset for the defenders. Attacker cannot spend tokens for it, but defenders can spend tokens for hardening based on source code, while attacker is stuck with blackbox testing.