A fine-tuned open model now matches frontier performance in mining error signals from production traces at 100x lower cost. LangChain and Fireworks developed this specialized judge to analyze system logs efficiently. This reduces the financial overhead of monitoring complex agentic workflows. Developers can now scale trace evaluation without prohibitive API bills.