Vaithyanathan, Prakash. “AN EARLY WARNING LAYER FOR AUTONOMOUS AI AGENTS: A TRAINING-FREE SIGNAL BASED ON LAG-1 AUTOCORRELATION”. ShodhAI: Journal of Artificial Intelligence, vol. 3, no. 3, Oct. 2026, pp. 33-39, doi:10.29121/shodhai.v3.i3.2026.119.