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We develop an adaptive bond ladder strategy using optimal stopping, yield curve bootstrapping, and the Dynamic Nelson Siegel model with Kalman Filter. By decomposing cash and bond positions, we track value changes and identify optimal reinvestment points using real U.S. Treasury data.