The Lacefield Adaptive System is domain-independent. The same core architecture that tracks schema floor in education tracks operator readiness in heavy equipment and driver readiness in autonomous vehicles. The primitives transfer. The domains change.
The architecture was built and validated in education — the most constrained environment possible, which proved it could run at high fidelity on minimal resources. Each additional domain applies the same primitives with domain-specific profiles and circuit breaker thresholds.
GED, algebra, calculus, adult learning. Schema tracing, misconception IDs, 80/20 calibration. 7 years of direct classroom research. Validated against 130+ student TABE dataset.
Trading schema floor, market condition profile, execution circuit breaker, "Guess Why" feature. Distinguishes schema errors from execution errors in trading decisions.
Operator skill floor, environment context profile, microsleep detection via joystick jitter, hard stop protocol. Crane, long-haul trucking, excavator domains specified.
Physiological capacity floor, environmental athlete profile, 3% form latency circuit breaker, acute:chronic load ratio monitoring. Strength, endurance, skill acquisition domains.
Driver readiness floor, vehicle environment profile, 200ms reaction time baseline, handoff decision engine. Inverts the current AV safety paradigm — checks driver before requesting control transfer.
Recovery schema floor, life context profile, harm reduction calibration, sobriety momentum tracking. Addiction recovery, physical rehabilitation, mental health support contexts.
Procedural schema floor, clinical context profile, patient safety circuit breaker. Surgical training, emergency medicine, diagnostic reasoning skill development.
These are not metaphors — they are the same data structures, the same engine logic, the same circuit breaker protocol in every domain. The domain-specific content (tier maps, misconception libraries, scenario gap flags) changes. The architecture does not.