From Research to On-Chain Reality
Led by Professor Yang Liu, NTU’s team began with cybersecurity experiments aimed at detecting code flaws using large language models. When those models failed to recognize subtle vulnerabilities, the researchers turned to agentic AI – systems designed to think like human analysts. The breakthrough came when they connected these AI agents to XRPL’s infrastructure, allowing them to execute tasks and settle results transparently on-chain.
Ripple’s UBRI host Lauren Weymouth said the integration represents “academic innovation turned production‑grade,” emphasizing how AI can now exist as part of the ledger rather than a separate off‑chain service.
Transparency and Utility
Running AI directly on XRPL brings a unique benefit: traceability. Every decision, payment, or analysis performed by these agents is logged on-chain, offering complete accountability. “The XRP Ledger gives AI a built‑in trust layer,” Liu explained, noting that it also allows agents to access payment systems seamlessly.
Ripple’s vision is broader than security audits. The same framework could power smart financial tools, IoT coordination, or liquidity management – all handled by self‑operating agents that use XRP for settlement.
Managing AI Risks
Liu also warned that autonomous systems can behave unpredictably when tied to real‑world value. His team is designing guardrails to prevent agents from taking unintended actions, combining security measures to block hacks with safety protocols to keep behavior aligned with human intent.
The next research phase focuses on giving agents “memory” and reasoning skills, enabling them to learn from past transactions and adapt to changing conditions. Liu said these features could turn the XRP Ledger into a living network of self‑improving agents, where automation and transparency coexist.
For Ripple and NTU, the initiative marks a turning point. Within a year, academic research has evolved into working infrastructure that could transform how AI and blockchain converge – not as separate technologies, but as one intelligent financial system.
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