A machine that reads its own source, grades itself, and rewrites itself — bound not by a kill switch, but by law it cannot amend alone. This is what mindX…

minaiml is PYTHAI’s delivery layer: running reasonable-sized models on hardware you already own. Sparsity, not size, decides what a small machine can run.

mindX treats self-improvement as a guarded optimization problem — a utility floor and proof predicates gate every rewrite of itself.