F5 makes application security and delivery software. After Fletch was acquired, I joined the AI security engineering team, working on APIs, agent workflows, internal tools, and the product experiences on top.

Security tools collect more signal than anyone can sit and watch. Dashboards are meant to help, but they're usually laid out once and then left behind as the questions change. Dynamic dashboards is an AI-enabled way to get a current view without assembling it by hand.