Someone asked me, how to do low-cost trial and error for a certain matter? The core is: minimize the irreversible costs and conduct more reversible experiments. The essence of low-cost trial and error is to break down decisions into small, verifiable experiments, by reducing irreversible costs, increasing feedback speed, and improving cognitive filtering ability, turning trial and error from gambling into statistics.