AI applications crossed the chasm from prototypes to production systems. Yet many teams still treat large language models (LLMs), RAG pipelines, and voice agents as black boxes—with brittle prompts, shallow testing, and little post-deployment accountability. In 2025, the organizations shipping reliable, trustworthy AI share one consistent pattern:...