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Refactors numerous embedded TikZ diagrams in Quarto markdown files to external SVG images. This improves rendering performance, streamlines content management, and enhances cross-platform consistency. Introduces interactive "Napkin Math" `callout-notebook` blocks, featuring Python code to generate dynamic visualizations for key system trade-offs and scenarios. Expands the `mlsysim` library with new constants and plotting utilities to support these interactive calculations and comparisons.