Stop Using LLMs Like Giant Problem Solvers

When trying to convert 100 messy compliance PDFs into structured JSON, the obvious approach of feeding everything to an AI agent produced unreliable results. The real fix wasn't a better prompt — it was breaking the work into smaller units, separating semantic tasks from mechanical ones, and making outputs traceable and auditable.