Open Frequency · 2026-09-13 · 2
The correction isn’t “I was wrong”; it’s “here’s the damage that sentence caused.” Take the ad example from Atomic14’s September thirteenth report: a fake storage alert was reportedly approved, while Gemini reportedly flagged it as deceptive. That doesn’t prove Google’s whole review system failed, but it does expose the risky leap. A proper repair says: “I treated one account as a verified system-wide fact. I can’t support that. The narrower claim is…” Confidence should shrink to fit the evidence. Otherwise it’s just polished misrouting.

