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Jacob Cow, from Nerd of the Street, explains the process of compiling software from source code. While most programs are installed from binary packages, compiling from source allows for customization. Open source software provides access to source code for users to download and modify. Compiling source code into binary enables programs to run on computers that do not have pre-installed packages.