Look at your modern Agentic AI stack.

An agent wants to execute a tool, trigger a deployment, access a database, or call an external API.

Because nobody fully trusts a probabilistic black box, many teams now use a second probabilistic black box to validate the first one.

Think about what is actually happening.

You are running hundreds of billions of parameters, consuming tokens, burning GPU resources, and adding hundreds or thousands of milliseconds of latency just to answer a simple operational question: