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Every team running GUI automation lives with the same quiet worry: that a bot clicked the wrong row, wrote to the wrong record, or did nothing at all, and reported success anyway. We measure that as the silent-wrong-effect rate, and by red-teaming our own engine hard against failure after failure we cut the share of wrong writes that go undetected from 75% to 12.5% with a single out-of-band check on the system of record. There is an honest limit to that work, and it is worth saying plainly: an engine can only refuse the failures it has already met. The residual misses are all one class — a collateral write to a surface the check does not read — and closing that kind of gap is exactly what a wider corpus of real failures buys. ...