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Flaky Test Detection That Cannot Separate Signal From Environment Noise : Signal Integrity in Automated Quality Gates

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Problem Breakdown

The failure mode is quality-gate erosion: automated checks (tests, linters, scanners) accumulate false positives until the team routes around them, and the gate that was supposed to catch defects becomes a checkbox that catches nothing. CI test suites accumulate flaky tests (timing-dependent, order-dependent, resource-…

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