Remark: Probabilities are not extra observable memory

A two-state random variable with arbitrary probabilities is allowed. The decoder receives its realized value, not an exact numerical description of $a_{\lambda }(\cdot \mid x)$.

Granting the latter as an additional observable can encode more information than two realized classical states. It defines a different resource class.