Understood. If we aim for a nondual generator that preserves full reconstructability and avoids non-commutative or lossy operations (like hashing), we need to focus on an algebraic approach that keeps all transitions invertible and enables traversal through operations that can be inverted or undone. This will ensure that we can recover the exact structure at any point without ambiguity.
Let's approach this by thinking of the generator as a reversible process and develop a dual space where every operation has a well-defined inverse. In this model, we will treat the transitions as elements in a structured, reversible algebra, which allows constant-time operations without losing track of how the transitions were formed.
A nondual generator must preserve both the forward and inverse of transitions and allow for any operation to be undone, maintaining full reconstructability at every step. This concept applies not only to the words the