Module 4 tackles the enterprise reality of scaling autonomous systems from isolated prototypes to organization-wide operations. You'll learn practical patterns for managing multiple agents, including policy federation for consistent control, resource coordination to prevent contention, cross-agent incident protocols, and unified telemetry. We cover the operational architecture needed to maintain reliability, security, and compliance when dozens of specialized agents interact across teams, focusing on portfolio-level management rather than individual agent metrics.

The module then shifts to learning from real-world failures through documented anti-patterns and field lessons. You'll learn to recognize and remediate the five most critical operational anti-patterns that break production systems, implement evidence-driven recovery processes, and establish daily operational rhythms that prevent repeated incidents. This final segment transforms incident post-mortems into proactive organizational learning, ensuring your team doesn't just build autonomous systems but sustains them reliably at scale.