docs: add user-facing documentation site

[hi-brenda]

Summary

• Adds a full MkDocs Material documentation site covering all commands, concepts, tutorials, and reference pages
• Fixes factual inaccuracies found during source review (flags, defaults, EP behavior, pipeline steps)
• Simplifies quickstart by removing redundant admonitions and notes

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