Institutions reward gameable proxies — busywork, gameable credits, AI benchmarks — instead of the real thing. ATLAS is certified, gaming-resistant measurement of what actually matters.
Across domains, the measure becomes the target and then stops measuring anything real. In education the proxy is completion-weighted grading; the result is a credential that tracks compliance rather than mastery. ATLAS reframes the question: measure demonstrated capability directly, and make the measure resistant to gaming.
Rigor can be measured engagingly without lowering the bar. Trellison's mastery-based math program (algebra through calculus) pairs game-based learning with a deterministic computer-algebra equivalence checker — the model proposes, the CAS disposes — so the standard is never softened. A simulated-student evaluation harness dogfoods ATLAS itself.
Findings are shown with honest gate status. Population claims are gate-passed against the Trellison standard (per-subgroup, falsifiable, disconfirmation reported).