
AI Agent Tools Are Entitlements. Govern Them Like It.
Per-user OAuth answers who the user is. It doesn’t answer which tools they should get through the agent. Treat each tool as an entitlement, requested, approved, reviewed, and revoked like any other access.
The Bottleneck Was Never the Tooling
SSO onboarding is slow because of the queue, not the tooling. A working prototype shows the routine path does not need an administrator, and the one checkpoint that should stay human.

SSF, CAEP, RISC, and SCIM Events: the standards turning Zero Trust from a principle into a reality
A practical breakdown of how SSF, CAEP, RISC, and SCIM Events work together to close the gap between Zero Trust as a principle and Zero Trust as a functioning architecture.
Build vs Buy for Identity Security: Strategy, Capability, and Risk
Stop asking if you can build. Start asking if you should. A framework to help identity and security teams make better build vs buy decisions by evaluating strategic necessity, execution capability, and total risk.
When SaaS Vendors Control Your Identity: Email Serves Two Masters
Practical strategies for maintaining immutable identifier architecture internally while working within SaaS platform constraints that require email as the primary identifier.