Security | Threat Detection | Cyberattacks | DevSecOps | Compliance

It comes as no surprise that the Mythos era continues to put pressure on security teams: it’s never been easier for attackers to find and weaponize vulnerabilities at scale, and comparable capability is only becoming more available. The gap between a CVE’s disclosure and its exploitation is compressing fast, while patches still take days to weeks to roll out.

Most AI code review tools fail the same way. They work, in the sense that comments appear on the pull request. Then you read the comments and they are 80% “consider extracting this into a helper”, “missing test coverage”, “this variable name could be clearer”, and within a couple of weeks everyone has learned to scroll past anything the bot wrote. These are not false positives. They are true and irrelevant, which costs the same attention and is harder to argue with.