How do you systematically manage flaky tests in a large test suite? What detection, mitigation, and prevention strategies do you implement?

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Flaky tests are one of the most corrosive problems in test infrastructure at scale. A flaky test is one that produces different results on the same code without any code changes. At small scale, flaky tests are an annoyance.