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DeFi

Ripple Wants AI to Find XRPL Bugs Before Hackers Do

Ripple is pushing the XRP Ledger toward a more aggressive security model, using AI-assisted code reviews, adversarial testing and a dedicated red team to find vulnerabilities before they can

AnonymousCryptoCompass newsroom
September 23, 2026
2 min read
NEWS
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Ripple is pushing the XRP Ledger toward a more aggressive security model, using AI-assisted code reviews, adversarial testing and a dedicated red team to find vulnerabilities before they can reach production.

In its original security roadmap, Ripple said the goal is to move XRPL from reactive debugging toward continuous, AI-assisted vulnerability discovery. The company said its red team had already uncovered more than 10 bugs, with only lower-severity findings publicly disclosed so far.

AI Is Moving Into XRPL’s Development Process

The strategy goes beyond simply asking an AI model to scan code.

Ripple says AI-assisted reviews are being integrated into the software development lifecycle, including pull-request reviews, attack-surface mapping, threat modeling and simulations of unusual edge cases.

A dedicated AI-assisted red team is also stress-testing how older XRPL logic interacts with newer functionality. That matters as the network adds more complicated features involving lending, tokenization, permissions and institutional finance.

That complexity is already visible in XRPL’s push toward native institutional lending and proposals that could eventually let XRP serve as collateral for institutional credit.

Recent Bugs Show Why That Matters

The security push is not theoretical.

A recently disclosed vulnerability in the proposed XLS-68 Sponsor amendment could have allowed unbacked ledger objects to be created cheaply under certain conditions. The issue was found during Devnet testing before the amendment activated on mainnet, and the fix was included in xrpld 3.4.0.

That same release included fixes tied to earlier MPT and permissioned-DEX audit findings, alongside broader protocol hardening.

The process matters because new XRPL features do not automatically become active when software ships. They still move through the network’s amendment process, where validator support determines whether protocol changes go live.

Higher Bar for New XRPL Features

Ripple says significant amendments will increasingly face multiple independent audits, expanded bug-bounty testing and more attackathons before activation. Its existing managed bug bounty program already covers xrpld, Clio and major XRPL development libraries.

That becomes more important as upgrades such as BatchV1_1 move toward activation and institutions build around more complex on-ledger functionality.