I really like starting documents where I write most text with Markdown, but write out any equations with LaTeX syntax. Pandoc works great for this.

Invariably, if I work on the document for any lengthy period of time, I end up giving up on using Markdown. I'll generate LaTeX output using Pandoc and just start editing it manually.