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AWS Simplified discusses the importance of software architecture diagrams for developers, engineers, and solution architects. Various tools like Microsoft Visio, OmniGraffle, and Lucidchart are available for creating these diagrams, but the speaker prefers a free and easy-to-use tool that supports collaboration and has access to AWS icon packs. They have only found one tool that meets these criteria so far.