Building Reliable Systems on Probabilistic LLM APIs

LLM APIs produce probabilistic outputs, not deterministic ones, requiring developers to design around inherent unpredictability. Traditional error handling fails because models can return valid but wrong responses. The article advocates for quality gates, schema validation, and business rules to ensure reliability in production systems.