





Log granular actions as statements stored locally, then batch securely when possible. Track completion, attempts, dwell time, and reflections without invasive surveillance. Translate numbers into plain language insights that help humans improve authoring, delivery, and support rather than policing learners.
Invite short voice notes, emoji scales, and quick questions that cache offline. Combine these with occasional interviews to understand context: crowded platforms, late buses, early starts. Convert findings into concrete design tweaks, then close the loop by thanking contributors in-app.
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