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Latest cryptocurrency news > RIPPLE (XRP) > OpenAI’s AI Model Uncovers Exploitable Vulnerabilities, Challenges Network Security Norms
RIPPLE (XRP)

OpenAI’s AI Model Uncovers Exploitable Vulnerabilities, Challenges Network Security Norms

BH NEWS
Last updated: 5 November 2026 16:31
BH NEWS 8 seconds ago
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David Schwartz, the esteemed architect of the XRP Ledger and former CTO at Ripple, has underscored the significance of his timing in stepping away from active development roles approximately a year ago. Schwartz referenced a report by OpenAI researchers that reveals how artificial intelligence is rapidly transforming established benchmarks in network security.

Contents
AI Efficiently Detects and Patches Security FlawsNew Pressures on Web3 SecuritySchwartz Continues Network Involvement

AI Efficiently Detects and Patches Security Flaws

According to findings shared by OpenAI researcher Eric Wallace, the tested system operated autonomously from start to finish. It independently identified a potential software bug, confirmed its existence, created a functional exploit code, and automatically prepared a corrective patch. The testing focused on the Linux kernel, the backbone of most of the world’s servers.

“David Schwartz reflected on the OpenAI report, asserting he chose the right time to step away from active development.”

The data shows the system validated hundreds of covert local privilege escalation vulnerabilities from an initial finding of 2,308. Under normal circumstances, security experts typically uncover around 20 similar flaws on Linux annually. Furthermore, the AI system generated 291 working proofs of concept for memory leaks.

The study revealed that the model identified and documented at least ten previously unknown attack methodologies independently. The research incurred costs of $1.2 million, with each exploit example averaging a cost of $1,279. In contrast, such security discoveries are reported to fetch between $20,000 and $70,000 each on the open market.

New Pressures on Web3 Security

As open-source code represents a cornerstone of blockchain security, this advancement holds more significant implications for the Web3 ecosystem. If AI can unearth zero-day vulnerabilities within hours, relying solely on manual code audits may become increasingly debated.

“Eric Wallace indicates that AI, after a single autonomous operation, has profoundly altered the established standards in network security.”

Schwartz Continues Network Involvement

While Schwartz transitioned to an emeritus role from active CTO duties at Ripple last November, he remains engaged in technical activities. Recently, he shared monitoring graphs for his personal server cluster on the XRP Ledger network. The cluster maintained more than 550 active connections, produced approximately 200 milliseconds of latency, and processed around 110,000 incoming messages per second.

Additionally, Schwartz continues his individual work on the network’s internal architecture. In discussion with active validators, he detailed how a bug in the transaction queue increased the local load measurement on his server to 540, thereby triggering fee increases within the ledger.

This scenario illustrates that while Schwartz has withdrawn from day-to-day responsibilities at Ripple, he remains closely involved with technical advancements and the operational integrity of the XRP Ledger.

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