Most LLM applications need a clear workflow, not an autonomous agent. The author built an anomaly explanation system using plain Python, local functions, structured outputs, and the OpenAI Responses API. Frameworks like CrewAI or LangGraph are often unnecessary for reliable results.
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Summary by ByteBrief
Your AI isn't broken. Your data is.