Ripple adopts AI-driven security for XRP Ledger, reveals fixes to proposed amendments

Proactive AI security tools and robust red team

The company aims to move away from traditional reactive debugging methods, focusing instead on continuous vulnerability discovery powered by AI. Ripple reported that its specialized red team has already identified over 10 bugs in the system. However, only low-severity issues have been publicly disclosed to date.

AI-assisted security tools are being woven into every stage of the software development lifecycle. Ripple stated that this includes in-depth pull-request reviews, mapping the network’s attack surface, structured threat modeling, and simulations for unexpected edge scenarios.

Ripple emphasized integrating AI into code reviews, threat modeling, and unusual scenario simulations to improve detection capabilities beyond standard practices.

Within this framework, the red team is especially focused on how legacy XRPL systems interact with newer updates—a growing concern as XRPL introduces features like lending, tokenization, advanced permissions, and support for institutional financial products.

Ripple is recognized as a San Francisco-based technology company that develops global payment solutions utilizing its own digital asset, XRP.

The evolving complexity of the XRP Ledger is evident as the platform prepares for features such as native institutional lending. There are also proposals for allowing XRP to be used as collateral for credit within institutional settings.

Recent vulnerability discoveries and fixes

Rippling advancements have highlighted the importance of security, particularly after a recently discovered vulnerability in the proposed XLS-68 Sponsor amendment. This flaw could have enabled the creation of unbacked ledger objects under certain conditions, posing significant risk if left unaddressed. The vulnerability was found during Devnet testing and, as a result, was resolved before the amendment was activated on the main network. The fix was included in the xrpld 3.4.0 update.

In addition to addressing the XLS-68 issue, the same update tackled problems linked to earlier audits of the Merkle Patricia Tree (MPT) and permissioned decentralized exchange (DEX) features, with broader improvements to the underlying protocol for increased robustness.

Mini dictionary: Merkle Patricia Tree (MPT), a specialized data structure used in blockchains to store and verify secure data, supporting efficient lookups and state verification in decentralized networks.

These security processes remain crucial as new XRPL features do not automatically go live upon release. Instead, proposed changes must pass through the network’s decentralized amendment procedure, where validator consensus determines activation.

Future upgrades and ongoing audits

Ripple stated that significant protocol amendments will receive increasing scrutiny, with requirements for multiple independent security audits, expanded bug bounty coverage, and larger-scale vulnerability “attackathons” before any deployment. The managed bug bounty program currently covers major components such as xrpld, Clio, and key XRPL development libraries.

Before activating major updates, Ripple will require expanded testing and multiple independent audits to guard against emerging threats as XRPL becomes more complex.

This careful approach gains importance as upgrades like BatchV1_1 progress toward mainnet activation and as major institutions begin to adopt new, sophisticated on-chain features.