Implementation separates theory from production reality. Here you’ll work with production-ready Python templates for bounded PDAR loops, supervisor-executor contracts, and trace emission. Every line of code is built with guardrails, validation, and observability integrated from the start.

You’ll build a complete deployment pipeline including CI/CD integration for reasoning replay tests, drift detection, and cost-aware throttling. The module culminates in a field rollout checklist that ensures your reasoning system meets enterprise requirements before first deployment—transforming design patterns into running, governed cognition.