Observer Dynamics for Alignment Safety: A Measurement-Theoretic View of CoT Monitorability and Failure Modes

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Authors: Yoichi Tsujisawa
Cited by: 0

Abstract

This update adds Appendix A.5 and supplementary figures to the existingAOD (AI Observer Dynamics) record. Appendix A.5 provides a minimal, non-operational toy experiment thatillustrates resonance-driven drift predicted by the AOD framework.The experiment uses only externally observable quantities and isintended for descriptive and diagnostic purposes. Added materials include:- Appendix A.5 text (toy experiment description)- Summary data and plots (mean trajectories and risk regime rates)- A state-space overview figure illustrating stable regions and drift No changes have been made to the main manuscript.

Fields of Study & Subjects

Aerospace and Aviation Technology Target Tracking and Data Fusion in Sensor Networks Fluid Dynamics and Turbulent Flows

Publication details

Journal / source
Zenodo (CERN European Organization for Nuclear Research)
Publication date
1 January 2026
Language
EN