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One of the favorite command line utilities is awk, a text processing utility that can extract specific columns, rows, and fields from text. It can search for string patterns and replace them with other strings, making it a powerful tool for shell scripting. The speaker finds awk to be essential and versatile in their workflow, suggesting it is a valuable program to learn. In the tutorial, they demonstrate using awk with the 'ps' command to manipulate text output in columns.