Introduction: The Security Gap in Cross-Chain Bridges According to Chainalysis 2025 data, a staggering 73% of cross-chain bridges contain vulnerabilities. This presents a significant risk for decentralized finance (DeFi) initiatives globally. With the evolution of Web3, integrating reinforcement learning is becoming crucial to fortifying these systems against threats, ensuring smoother transactions across diverse blockchains. 1.