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One of the favorite command line utilities is a program called awk, which is a text processing utility that can grab specific columns, rows, and fields from text. It can search for patterns and replace them with other strings, making it a powerful tool for shell scripting. The speaker uses awk extensively and finds it to be a valuable program once you learn how to use it effectively. In the tutorial, the speaker demonstrates how to use awk by manipulating the output of the 'ps' command in a terminal emulator.