Golang getting started & give up document outlines how to use gvm to easily manage Golang versions, glide to manage packages, and folder structures and makefiles for Golang projects. It recommends using gvm to install and switch Golang versions simply, glide to manage dependencies, and following standard folder structures. It also discusses using Visual Studio Code for Golang development and makefiles.