The New Science of Risk Analysis in DeFi & Crypto with Robotic and Artificial Intelligence Systems

Abstract

This whitepaper introduces a new scientific framework for risk analysis in decentralized finance (DeFi) and cryptocurrency systems through the integration of artificial intelligence and robotic technologies. The research proposes an autonomous risk intelligence architecture that combines machine learning prediction models with robotic execution agents for real-time monitoring and mitigation of systemic financial risks. Key risk domains including market volatility, smart contract vulnerabilities, liquidity instability, oracle manipulation, governance threats, and regulatory uncertainty are formally classified and mapped to AI-driven detection and response mechanisms. The paper further introduces the Autonomous Risk Response Protocol (ARRP), a novel model for automated intervention using smart contracts, positioning AI-driven robotics as a foundational layer for next-generation decentralized financial security infrastructure.