Stop Paying OpenAI to Read Garbage: The Two-Stage Agent Pipeline

This article critiques the common practice of feeding raw, unformatted data directly into AI prompts, leading to exorbitant costs and poor agent performance. It illustrates how a junior developer's approach caused an AI agent to endlessly loop while attempting to parse malformed JSON, underscoring the need for proper data engineering rather than using LLMs as parsers.