arXiv AI

When Not to Automate: A Formal Protocol for Human Preservation in AI-Optimized Organizations

arXiv:2607. 15944v1 Announce Type: cross Abstract: Standard automation ROI misses four categories of systemic risk -- tacit knowledge erosion, resilience reduction, regulatory exposure, and socio-institutional capital degradation -- that affect long-term organizational performance.