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The importance of good documentation for application development was emphasized in the video tutorial. Self-describing code, with clear method, function, and variable names, was recommended for easy understanding by other developers. In-line comments were also suggested as a way to provide additional context for various programming languages. This approach helps to ensure that future developers can easily grasp the purpose and functionality of the codebase.