Insights
AI in the Evidence Pipeline: The Compounding Problem
The authorization decision sits at the top of the stack. It consumes everything beneath it. Every compounding error in continuous monitoring, in the POA&M, in the SSP eventually arrives here: at the one decision with the highest consequence and the least ability to see that its inputs were wrong.
Insights
FedRAMP 20x Persistent Validation, KSIs, and Continuous Monitoring Infrastructure
FedRAMP 20x changes the definition of continuous monitoring. For years, continuous monitoring meant monthly vulnerability scans, quarterly deliverables, annual assessments,
Insights
The Compliance Evidence Layer: Why Scanning Isn’t Enough
Compliance automation promised to save us. Instead, it created a new category of manual work. Here’s what’s actually missing—and how





