Modern AI applications—RAG systems, multimodal agents, and voice assistants—are more than models and prompts. They are dynamic, distributed systems that interact with tools, APIs, memory stores, and humans in unpredictable environments. When these systems fail, they rarely fail at the model boundary alone. Failures emerge as compounding issues...