Part 4: Blurring SDLC Lines & The QC Revolution

Prerequisite: Knowledge of modern CI/CD pipelines (GitHub Actions), static analysis tools (Semgrep, SonarQube), automated property-based testing, and test coverage metrics. Answer-first: Autonomous AI generation blurs traditional boundaries separating development, quality assurance, and site reliability into a unified continuous engineering lifecycle. Quality control shifts left into automated PromptOps pipelines powered by Tree-sitter AST validation, Semgrep security scans, and property-based mutation testing. Human QA engineers transform into verification architects designing automated evaluation harnesses and synthetic defect injection suites. ...