SSO/MFA

Certification rubber-stamping is the most common form of governance decay.

The AI Capability Verification Matrix will help test claims critical to the purchase decision

As detailed in Bleeping Computer, the University of Pennsylvania experienced a significant data breach in 2025 due to a compromised single sign-on (SSO) account, underscoring the concentrated risks associated with this convenient authentication method.

SSO failure modes create cascading authentication outages across connected services

Attribute- and policy-based controls are makes minimum-necessary tractable without strangling care

Understanding which party can take which API actions — and which party is accountable for the resulting configuration state — determines where security controls must be implemented

Kubernetes clusters are commonly targeted for data and compute power theft

Non-human identities break protocol assumptions