Published onMarch 18, 2026Structured Output with LLMs: Validation Failure, Recovery, and Interview-Ready Best PracticesEnglishAILLMAgentLearn what structured output really means, why validation failure is the core production problem, and how to explain retry, fixing, fallback, and business-rule validation clearly in interviews.