qiminzhu

Formal fixed assessments, optional adaptive practice, and mastery evidence export.

Extract and review lecture topics, objectives and source pages before approved synchronization.

Adaptive learning, review, and independent project assessment.

Evaluate proposed changes, diagnose regressions, and recommend improvements before human approval.

Four complementary skills: analyze lecture concepts, independently audit analysis, generate six-format quiz banks with workload limits, and validate questions plus source-backed objective coverage.

Manage topic mastery, evidence logs and Google Sheets synchronization with strict formal assessment gates.