Unrestricted numbers of finite-state aggregate gates #
The exact capacity is one bit per binary gate plus the sum of the logarithms of
the special register cardinalities. The fixed hard family requires capacity
greater than (1 - ε)n eventually, without any sparsity condition. Register sizes
bounded by r ≥ 2 give a gate coefficient of 1 / log₂ r.
The polarity module also exposes the hard family's two-sided rectangle and sumset disperser properties for further geometric arguments. No stronger whole-basis coefficient follows from those properties alone in this module.