Theodore Pennington. (2026). Auditing the Long-Term Societal Impact of AI-Driven Surveillance through Temporal Bias Analysis and Human-in-the-Loop Governance. Computational Intelligence Systems, 4(1). https://doi.org/10.66280/cis.v4i1.132