Network-AI
Governance

Governance Deep Dive: Policy Testing as a First-Class Discipline

Published 2026-10-11 | Policy testing

Policies are code that decides what agents may do, and shipping them without regression tests means learning about policy bugs from production denials or worse, approvals.

A policy bug has two failure modes: denying legitimate work, which is loud, and approving illegitimate work, which is silent. Only tests catch the silent one before it matters.

A policy test suite that earns trust

  • Golden cases: actions that must always allow and must always deny.
  • Boundary cases at the exact edges of scopes and trust levels.
  • Diff mode: every policy change reports which decisions flip.

Use the AuthGuardian, examples, and contributing guide to catch policy regressions in tests instead of in production.

Continue evaluating

Test the rules like code.

Use the AuthGuardian, examples, and contributing docs to ship policy changes behind regression suites of allow and deny cases.

AuthGuardian Examples Contributing