During generation, Treewalker inspects the top candidate log-probabilities for each token position and flags any non-selected token that exceeds a user-defined confidence threshold. For every qualifying alternate token, the engine constructs a prefix fragment swapping out the original token and executes an asynchronous branch completion prompt to follow and record the full alternative associative path.