https://cognaptus.com/tags/certainty-robustness/ Recent content in Certainty Robustness on Cognaptus Hugo -- 0.145.0 en-us Thu, 10 Sep 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-09-10-are-you-sure-reliability-starts-after-the-first-answer/ Thu, 10 Sep 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-09-10-are-you-sure-reliability-starts-after-the-first-answer/ A two-turn benchmark shows why model accuracy and stated confidence can miss a deployment risk: abandoning correct answers when users push back.