Substrate Education Simulator
Learning through healing. Pressure made visible. Repair made navigable.
The Substrate Education Simulator is a standalone, bounded pressure-map prototype for exploring how education pressure, cognition literacy, parent inheritance, AI-crutch formation debt, hidden genius, context density, and repair-path visibility interact across a learning system.
Core line:
A thing survives transfer when it can come back to the whole.
This simulator is part of the Major Rescue Atlas / Substrate Education framework. It uses HIR/OAM pressure-form logic to map where education systems lose formation, agency, context, and future capacity — and where repair paths can be made visible.
Core pressure form:
S_t = A_tB_t − P_t
Where:
A_t = activation / alignment gate
B_t = baseline strength
P_t = active pressure load
OAM opens loops and extracts agency.
HIR closes loops and returns agency.
The simulator includes scenario presets for:
- Credential-Blind Talent L…
