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Updated Mar 07, 2026

Phase 8 — Production Systems

Chapters 53, 54: Harden & Secure

Your role: Shipping Engineer — "I can harden, secure, and ship production-grade software"

Working code and production code are not the same thing. Phase 8 bridges that gap. You build a GitHub Actions CI pipeline that automatically runs your full verification stack on every commit, and you learn to audit AI-generated code for the security vulnerabilities that AI consistently misses — because AI optimizes for functionality, not security. You become the human firewall.

#ChapterKey Focus
53CI/CD, Git Workflows, and ObservabilityAutomated verification pipelines
54Security Review for AI-Generated CodeAuditing what AI misses