Dorothy Graham's keynote addresses common blunders in test automation, emphasizing that tools support but do not replace the need for skilled testers. The presentation outlines various pitfalls, including mislabeling tools, the assumption that automation replaces manual testing, and the misconceptions surrounding the stability of applications before automation. Graham encourages organizations to define clear objectives for testing and automation while investing in better testware architecture and ongoing improvement.