A new research paper introduces a computationally efficient algorithm for right-to-left automaticity. The author also presents a prediction method for arithmetic repetition complexity, which handles mix-automatic sequences. This work builds on compositional learning frameworks. It offers a technical refinement for sequence prediction, though its immediate impact on general AI safety remains narrow.