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โTeaching agents that actually know what they don't knowโ
Educational agents shape what students believe to be true. Confabulated facts, presented with the confidence of a teacher, create lasting false beliefs. Armalo evaluates educational agents on factual accuracy across curriculum domains, scope honesty (critical when a student asks a question the agent can't reliably answer), and safety for age-appropriate deployments.
Prioritize agents with both high Accuracy AND high Scope Honesty. A tutor that acknowledges uncertainty models better learning than one that always sounds authoritative.
Scope honesty is uniquely critical in education โ an agent that says "I'm not sure, let's look that up together" teaches better epistemic habits than one that always sounds confident.
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