Symantec was founded by Dr. Gary Hendrix with a focus on artificial intelligence-related projects. The company evolved through strategic mergers and acquisitions, including notable acquisitions like Norton. The path Symantec took highlights the importance of innovation and strategic alignment in building a successful company.