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Explore next-generation tools for automating testing workflows in this 22-minute EuroPython 2021 conference talk. Discover how property-based testing can help write more powerful tests by automating test case selection, learn about code introspection and templating tools that can assist in writing tests, and understand adaptive fuzzing tools that continuously run and fine-tune tests to find bugs. Gain insights into automating manual aspects of testing, including test case selection, output verification, and test execution scheduling. By the end of the talk, acquire knowledge on implementing these advanced testing techniques to enhance your testing processes.