SORA ATMAS: Adaptive Trust Management and Multi-LLM Aligned Governance for Future Smart Cities

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Authors: Usama Antuley, Shahbaz Siddiqui, Sufian Hameed, Waqas Arif, S A Shah
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Abstract

SORA-ATMAS (Security & Operational Response Agent - Adaptive Trust Management System) is a cutting-edge governance framework for smart cities that integrates: Dual-Chain Blockchain Architecture: Agentic Blockchain for edge-level provenance + SORA Blockchain for centralized governance Multi-LLM Reasoning Ensemble: GPT-4, Grok, and DeepSeek for policy-aligned semantic reasoning Three Intelligent Agents: Weather, Traffic, and Safety agents with specialized perception capabilities Adaptive Trust Regulation: Context-aware risk assessment with dynamic threshold enforcement Real-time Governance: MAE-based LLM selection with error-directed feedback loops.

Publication details

Journal / source
Code Ocean
Publication date
1 January 2026
Language
EN