The article introduces a new framework for algorithm analysis called "by the book analysis," which aims to bridge the gap between theoretical and practical performance of algorithms. It specifically applies this framework to the simplex method, demonstrating that under certain conditions, it achieves polynomial running time, thus addressing limitations of smoothed analysis.