A fine-tuned open model now matches frontier performance in mining error signals from production traces at 100x lower cost. LangChain and Fireworks achieved this by distilling perceived error signals into a smaller architecture. This allows developers to monitor large-scale agentic workflows without prohibitive API spend. It makes high-frequency evaluation economically viable.