The article explains how to build end‑to‑end agentic SDLC pipelines using model‑controlled pipelines (MCPs) and applying Cohen’s kappa to evaluate multiple LLM judges. It also shows how shifting QA left with a specification enrichment stage after design improves requirement quality.