Policy Enforcement — 2 articles

2 articles from Crelis on Policy Enforcement. Most recent: “Deterministic Policy or LLM-as-Judge: Which One Can You Defend to an Examiner?”.

• Deterministic Policy or LLM-as-Judge: Which One Can You Defend to an Examiner? — 7 September 2026

  An LLM judge can return a different verdict on the same facts tomorrow; a deterministic policy engine returns the same decision each time and can name the rule that made it — that difference decides w

• Shadow Mode: How to Prove AI Governance Works Before You Let It Block Anything — 19 August 2026

  Every governance pilot dies on the same objection: we cannot risk it blocking a live workflow. Shadow mode answers it by deciding nothing at all.