Acknowledgments

This work was shaped by readers, collaborators, and practitioners who have worked inside real systems where certainty failed and responsibility still remained.

Thank you to early reviewers, operational leaders, and domain experts who challenged claims, sharpened definitions, and insisted on practical clarity.

Any remaining errors are mine.