Introduction In manufacturing, the "honest mistake" is often the most expensive one. A well-intentioned worker misreads a dial, skips a step because they were distracted, or installs a part slightly askew. These are not acts of negligence; they are failures of human cognition under pressure. Yet, their cost—in scrap, rework, and downtime—is st