TRANSMODERN ARCHETRONIC EDUCATION, A Standards-Grade Specification for Augmented Intelligence Education Systems

Archetronic Education treats learning as engineering: not the transfer of symbols, but the construction of stable, auditable competence through selection, propagation, measurement, and governance. We introduce the Universal Master Equation (UME) as an intermediate representation for learning dynamics—coherent practice (J∇H), stabilization (−G∇H), constraint-driven selection (−G˜∇Φ), and exploration (Σ ◦ dW)—implemented via an explicit, improvable conformance harness rather than a fixed notion of “competence.” The framework is organized as a layered stack: engineering pragmatism (epistemic rules), autopoietic stochastic geometry as method, and optional physics/ontology/worldview modules kept behind non-collapse rules. The educational goal is self-sustaining, self-propagating competence (cognitive autopoiesis): learners who can specify what counts, self-correct, transfer to novel domains, and teach problem-solving to other humans and AI tools without becoming dependent on augmentation. Mastery performs; autopoiesis reproduces. The primary falsifier is failure of transfer and agency under constraint shifts—especially when augmentation is reduced or removed—and failure of governance under adversarial Goodhart pressure.