Testing strategies on Runescape Duels is perfect for that because the system is provably fair, letting you track wins, losses, and odds without risking huge sums. Many duelers recommend starting with smaller OSRS gold bets to map out patterns, combining defensive and aggressive tactics depending on the opponent, and gradually increasing stakes once you’re confident in your method. Using hourly giveaways or daily chest rewards as extra capital can also buffer losses and boost potential gains. Keeping a detailed log of each session, analyzing trends, and adjusting on the fly usually separates casual players from those who consistently maintain and grow their gold reserves.