This module translates design into robust, observable code. You will implement the six-layer orchestration stack, integrating coordination engines, policy fabrics, and observability tooling. We provide production code templates for bounded loops, human-escalation nodes, and structured telemetry that ties every action to a policy and trace.

The emphasis is on engineering control into the runtime. You will learn to codify contracts, enforce token/time budgets, and build CI/CD pipelines for your orchestration graphs. The outcome is deployable, testable coordination logic that is resilient to the failures identified in Module 1.