Originally published on TechSaaS Cloud
AI-Discovered Vulnerabilities Need A Triage Queue, Not A Panic Channel
Project Glasswing is a signal that AI-assisted vulnerability discovery is moving from novelty to workflow. The important question for most engineering teams is not whether frontier models can find bugs. The question is whether your team can process the findings without creating noise, disclosure mistakes, or half-fixed security debt.
For small teams, the dangerous version of AI security is a stream of unranked findings dropped into Slack. That creates urgency without ownership.
The better pattern is a triage queue with clear states, evidence requirements, and blast-radius controls.












