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Observe Learning in the AI Agent Classroom

Record setup, predictions, hint use and independent transfer with anonymous classroom observations. Distinguish supported repair from work completed without a revealed solution.

Record the chapter, unit, date and environment. Use anonymous counts; do not collect credentials or student private data.

ObservationCount / minutes / notes
Learners present and successful setup
Prediction recorded before running
First connected implementation
Highest hint used
Independent changed-case success
Explanation distinguishes input, rule and observed result
Unit A handoff versus supplied reference start
Actual minutes at 5 / 25 / 35 / 60 / 80 / 90 checkpoints
Recurring misconception and remediation
Remaining unsupported claim

Separate independent work from supported repair and revealed solutions. Record where the timebox broke down and what prerequisite caused it. Leave unobserved values blank. A green notebook execution check cannot measure learning.

Educator index

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SOURCE PROVENANCE

Derived from github.com/profrodai/sovereign-agent/blob/5b825f3a58461bce8aba1173acf0b6d175c44b64/book/educator/profrod-sovereign-agent-educator-classroom-observations.md