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The tutorial involves an experimental attempt to generate Python code using regex (regular expressions) to capture specific patterns in text. The speaker outlines their requirements for the regex: it should match lines that may start with any characters, followed by two sets of six-digit numbers, two decimal numbers (each with exactly two digits after the decimal), and an optional description that may include various characters, digits, or spaces. They plan to store the matched lines in a named tuple called "invoice," which will include fields for invoice date, due date, invoice amount, and amount description. The strings to be processed are stored in a variable called "lines." The speaker expresses hope for a successful outcome this time.