Uploaded July 2025 | Updated September 2026, 14 hours ago

---

This talk offers a forward‐looking exploration into the proactive defense of decentralized finance: Dr. Iannillo reveals a dual-pronged approach to securing DeFi ecosystems in this talk. First, it introduces an automated risk assessment methodology that leverages on-chain blockchain data to calculate a comprehensive risk likelihood score that integrates novel metrics based on smart contract vulnerabilities, transaction failure ratios, and dynamic user behaviors. Second, it details a real-time detection system that employs machine learning to identify malicious smart contracts at the moment of deployment, enabling swift intervention before an attack unfolds.

Gain valuable insights into cutting-edge techniques for anticipating and mitigating security threats, empowering investors, developers, and security professionals to build a safer decentralized future.

Learn more about Apex at xrpledgerapex.com