8 | Personal AI tutor¶
Bottleneck¶
Learning efficacy, calibration, motivation, incentives
Backchain¶
- Foundations I: W1 probability, causal, optimization
- Foundations II: W2 human physiology optional; safety/security
- Specialization: AI and autonomous science
First proof of work¶
Tutor evaluated with target-trial design, subgroup/error and anti-cheating tests
Connected study¶
Editorial study connections grounded in the existing technology bottlenecks and subject descriptions. Background is useful preparation, not a validated prerequisite or a complete technology curriculum.
Specific subject connections have not been mapped yet.