Training ideas

Dynamical-Degree Expansion Scheduler

Use the tropical dynamical degree as an analytic expansion budget for repeated neural blocks. Layers with $pq>4$ deliberately expand along a known tropical eigendirection, while layers with $pq\leq4$ avoid exponential asymptotic growth; a schedule can therefore increase representational mixing without allowing hidden-state norms to explode.