The article discusses how LLM-based multi-agent systems can fail due to a phenomenon called epistemic miscalibration, where agents misjudge the feasibility of plans despite correct execution. It introduces the Epistemic Planning Calibration Agentic Workflow (EPC-AW), which enhances planning accuracy and improves system-level success by an average of 9.75%.