“Outperforms” but struggles with visual interfaces, generates false alarms and hallucinates successfully breaches. Sounds like it will need a minder so it doesn’t actually replace a security engineer, it simply gives them a turbocharged tool. And a lot of extra work digging through slop. So about like other ai tools. Faster, but of limited use due to the normal problems with ai tooling.