Use AI as an Operator, Not a Toy
AI is most valuable when it removes repetitive planning and feedback loops. If you use it without process boundaries, it increases noise instead of reducing work.
High-ROI Weekly Workflows
- Planning: Draft weekly objectives and daily blocks.
- Tutoring: On-demand explanations in bottleneck subjects.
- Assessment: Rubric-based feedback on writing and projects.
- Documentation: Auto-summarize progress for records.
Guardrails
- Keep human review for critical decisions.
- Require evidence artifacts for all “mastery” claims.
- Avoid adding tools without removing low-value ones.