I think the industry is optimizing for the wrong thing. Generating thousands of AI-written bug reports is easy, at least with Mythos (preview 1) or GPT-5.5. Getting bugs fixed is the hard part.

A few months ago I started working on a system that finds critical security issues and opens PRs instead of just filing reports. The acceptance rate is sitting at roughly 94% so far. Most of the failures were due to project-specific kill switches or other internal mechanisms that weren’t documented, not because the vulnerability itself was misidentified.

Developers generally seem to prefer this approach. A bug report creates work. A good PR removes work. That sounds obvious, but a lot of security products still stop at the report and call it a day.