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The importance of documentation for application development was discussed in the video tutorial, emphasizing the need for self-describing code with clear method, function, and variable names. In addition to self-describing code, in-line comments were recommended to provide additional context for developers working on the project. This ensures that future developers can easily understand the codebase and make necessary modifications.