Your Agentic Stack Has Two Layers. It Needs Three.

Disclosure: This article was created with the help of a specialized reasoning system, then reviewed and verified by the author to ensure technical accuracy. #aibotwroteit The better the model gets, the more expensive the mistakes become. A weak model fails fast and obviously. You catch it in the first output. A capable model — one that can hold context across a long task, research its way through obstacles, write production-quality code — fails slowly, confidently, and at scale. By the time you notice, it has built an entire wrong thing. With clean code. Passing tests. Coherent architecture. In exactly the wrong direction. Better models didn't solve the failure mode. They made it larger. And the failure isn't in the code. It's in the conversation — or the absence of one — that happened before the first prompt. New to AI agents? The glossary — plain-language definitions for every term in this article 🔸 CR-EP(Context Resonance Enforcement Protocol) : The Intent Governance framework propo