Convert [FAILURE REPORT] into an evaluation case. Record input, relevant context, observed output, expected behavior and a grading rule. Add one nearby case that should still pass and one ambiguous case that should be escalated. Do not fabricate a measured success rate. Explain which assertion can be automated and which requires review.