The public launch frames the work around one claim discipline: first-attempt capability is not enough. Reliable systems must also be evaluated by how they improve after experience, feedback, failure, and distribution shift.
The portfolio covers longitudinal benchmarks, embodied learning evidence, cognitive immunity, supra-body architecture, world-model counterfactuals, robust perception, and evidence-gated governance.