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Teach students with assessments, custom lessons and reassessment

Hugh Shbalz trained an agent to give standardized assessments, write lessons to fill gaps, then reassess mastery of core concepts.

Done with a custom-built or unnamed agent

What they did
At his last job Hugh trained an AI agent to administer standardized assessments, generate custom lessons that targeted identified knowledge gaps, and then run reassessments to check mastery of core concepts.
How it went
The agent performed the full cycle of a top-level teacher's work.
Worth knowing
Minimal risk of inappropriate behavior toward students.

Try it yourself with Claude Cowork

Act as a tutor for [student grade and subject]. First give a short assessment on [topic] and score it to find the gaps. Then write custom lessons with practice problems for just those gaps, and finish with a reassessment on the same core concepts. Report the before and after results so I can see whether the student has mastered it.

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Source: X · Sep 29, 2026

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