International Journal of Scientific Research and Engineering Development

The rapid evolution of the digital information ecosystem has transformed Social Media Platforms (SMPs) into critical yet vulnerable nodes of the global infrastructure. Current mitigation strategies are largely reactive, struggling to contain the "virality logics" of misinformation before they reach a functional epidemic threshold. This paper proposes AeroGuard-EP, a novel epistemic protocol that integrates Multi-Agent System (MAS) consensus with Stochastic Differential Equation (SDE) stiffness modeling to implement an algorithmic circuit breaker. By decoupling transmission velocity from engagement metrics when a network’s "stiffness ratio" exceeds a stability threshold, AeroGuard-EP provides a proactive defense mechanism. Our framework utilizes a reputation-weighted Sparta Alignment duel for truth verification and decentralized federated learning to preserve user privacy. Experimental simulations indicate that the integration of stiffness-based throttling can reduce misinformation diffusion by up to 46% while maintaining sub-200ms verification latency.

Mr.Diwakara Vasuman, Karthik S Gowda, R, Vipul Mahesh,"AeroGuard-EP: An Integrated Stochastic Multi-Agent Protocol for Cross-Platform Information Resilience and Algorithmic Circuit Breaking" International Journal of Scientific Research and Engineering Development, V9(1): Page(1942-1946) Jan-Feb 2026. ISSN: 2581-7175. www.ijsred.com. Published by Scientific and Academic Research Publishing.