This hands-on module transforms theory into immediately deployable code and practices. We begin with the seven core implementation practices that separate experimental from production-ready memory systems. You'll implement metadata tagging, TTL enforcement, early policy binding, and audit logging with our provided templates. The "4R Rule" (Record, Retain, Recall, Retire) becomes your implementation checklist.

We then provide production-ready code templates for memory schemas, write/retrieve/expiry operations, and security patterns including namespace isolation and redaction. The module culminates with a comprehensive testing framework featuring forgetting tests for CI/CD pipelines, isolation validation for multi-tenant systems, drift detection automation, and load testing protocols. You'll leave with a complete validation suite for memory systems.