A source-aligned CPU implementation core

This core does not implement a training-convergence guarantee, a full scoring/regrowth pipeline, or a cognitive-construct validation. Its snapshots are phase-boundary snapshots with a declared fresh-optimizer policy. Live optimizer, controller, dataset, and stream state must be saved separately when continuation requires them.