Szymon Fiedler (Arkency) explains how his team rewrote Lemonade's renters-insurance quoting flow in three months by treating the existing system's behavior as a specification. They recorded production HTTP interactions and quote snapshots for a 1-2% sample, then replayed them as stubs against the new flow inside a rolled-back transaction to verify identical underwriting outcomes without side effects.
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