TestSift records the inputs each RSpec example consumes -- using Ruby's built-in coverage library plus explicit declarations -- and turns that record into a flaky-test detector, a per-example dependency map, and optional CI acceleration that skips the examples whose recorded inputs are unchanged. It never skips failed, flaky, or pending examples.