Deep DiveAgents & Evaluation · Research Digest
Your Agent Sees the Contradiction, Then Answers Confidently Anyway
Four agent systems scored on whether they flag uncertainty when evidence contradicts their memory. Accuracy and humility run in opposite directions, and a one-line prompt buys humility at the cost of accuracy.
Ibrahim Denis Fofanah·Oct 23, 2026·11 min