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Ripple turns to AI to stress-test the XRP Ledger as institutional use cases scale

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Ripple turns to AI to stress-test the XRP Ledger as institutional use cases scale

Ripple is overhauling how it secures the XRP Ledger, and AI is at the center of the effort.

Its engineering team outlined a new AI-driven security strategy for the XRP Ledger in a detailed post earlier this week, one that integrates machine learning tools across the protocol’s entire development lifecycle.

The strategy includes AI-assisted code scanning on every pull request, automated adversarial testing guided by threat models, and a dedicated AI-assisted red team that continuously analyzes the codebase and how features interact in real-world scenarios.

A newly-created ‘red team’ has already identified more than 10 bugs, with low-severity issues disclosed publicly so far and the remainder being prioritized and fixed. The team uses fuzzing and automated adversarial testing to simulate attacker behavior at scale, surfacing vulnerabilities earlier and with greater coverage than traditional auditing approaches.

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“AI allows us to shift from reactive debugging to proactive, systematic discovery of vulnerabilities, strengthening the ledger faster and with greater confidence than ever before,” Ripple wrote.

The initiative comes as the XRPL handles an increasingly complex workload. The ledger has been operating continuously since 2012, processing over 100 million ledgers and facilitating more than 3 billion transactions.

A codebase of that age naturally reflects “design decisions made in earlier phases of the network, assumptions that held at smaller scale, and patterns that predate modern tooling.” The AI tools are designed to systematically find the edge cases and hidden failure modes that accumulate in any long-running production system.

The strategy is built across six pillars. Beyond the AI-assisted scanning and red team, Ripple is modernizing the XRPL codebase itself to address structural issues like limited type safety and inconsistent interaction patterns between features.

The company is expanding security collaboration with XRPL Commons, the XRPL Foundation, independent researchers, and validator operators. Standards for protocol amendments are being raised, with multiple independent security audits now required for significant changes alongside expanded bug bounties and adversarial testing environments.

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And the next XRPL release will be dedicated entirely to bug fixes and improvements without new features, a signal that the engineering team is treating the hardening effort as a near-term priority.

The timing aligns with Ripple’s expanding institutional footprint.

The company is currently running a pilot under the Monetary Authority of Singapore’s BLOOM initiative, expanding Ripple Payments globally, pursuing an Australian financial services license, and pushing adoption of its RLUSD stablecoin.

A ledger targeting tokenized real-world assets, central bank-backed trade finance, and enterprise payment flows needs security infrastructure that scales alongside the use cases it supports.

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The approach connects to a broader industry trend. Ethereum launched a dedicated post-quantum security hub this week backed by eight years of research and 10-plus client teams shipping weekly devnets. Google set a 2029 deadline for migrating its authentication services to quantum-resistant cryptography. Across both traditional tech and crypto, the emphasis is shifting from reactive patching to proactive, AI-augmented security engineering.

Meanwhile, the Ripple engineering team plans to publish security criteria for new amendments in collaboration with the XRPL Foundation and share findings transparently with the community in the coming weeks.

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Crypto World

Bitcoin STH Inflows Drop to 25,000 BTC as Panic Selling Eases

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Brian Armstrong's Bold Prediction: AI Agents Will Soon Dominate Global Financial

TLDR:

  • Bitcoin STH inflows have fallen to their lowest recorded level of 25,000 BTC.
  • Panic-driven selling by short-term holders has declined fourfold since February.
  • Reduced STH inflows ease immediate selling pressure on Bitcoin exchanges.
  • Bitcoin is in a consolidation phase after dropping more than 50% from its ATH.

Bitcoin STH inflows have dropped significantly, indicating calmer behavior among short-term holders. After Bitcoin fell below $60,000, panic selling pushed around 100,000 BTC to Binance in early February.

Since then, inflows from short-term holders have declined steadily, reaching roughly 25,000 BTC. This reduction suggests that the market is experiencing lower selling pressure, while Bitcoin navigates a consolidation phase following a steep correction.

Short-Term Holders Reduce Exchange Transfers

Bitcoin STH inflows were at a peak in early February when short-term holders moved large amounts to exchanges. Cryptoquant analyst Darkfost highlighted this in his analysis, noting the previous seven-day total of nearly 100,000 BTC to Binance.

Panic selling dominated this period, particularly among younger investors who are highly reactive to price fluctuations.

The trend has changed as inflows have now decreased by four times. Current seven-day transfers from short-term holders are around 25,000 BTC, the lowest recorded level. This shift reflects a stabilization in investor behavior as market volatility begins to ease.

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Reduced STH inflows mean less BTC is available for immediate selling on exchanges. Consequently, short-term selling pressure has diminished.

The market is now experiencing calmer conditions, which support a more balanced environment for Bitcoin.

Market Consolidation Continues Amid Stability

Bitcoin is currently in a consolidation phase following a drop of more than 50% from its last all-time high. Such phases are common after large and rapid devaluations. The decline in STH inflows complements this stabilization by reducing short-term market reactions.

Short-term holders, known for their sensitivity, are transferring less BTC to exchanges. This behavior indicates a slower pace of reactive selling.

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Analysts note that this adjustment helps maintain steadier market conditions amid ongoing economic and geopolitical challenges.

Lower selling activity aligns with reduced volatility and contributes to market equilibrium. Exchanges see fewer panic-driven transactions, allowing prices to find a more consistent range. While Bitcoin faces external pressures, STH activity suggests a measured response rather than abrupt reactions.

This pattern illustrates how the market adapts after rapid declines. The decreased movement of coins from short-term holders signals patience and a reduction in immediate supply pressure. The consolidation phase, combined with lower inflows, reflects a more orderly market environment.

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XRP Sharpe Ratio Rise Aligns With Sustained Whale Inflows

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Cryptocurrencies, XRP, Markets, Cryptocurrency Exchange, Price Analysis, Futures, Market Analysis, Altcoin Watch

The Sharpe Ratio for XRP (XRP), a measure of return per unit of risk, turned slightly positive on March 26, after spending months near or below zero between October 2024 and February 2025.

A 30-day average return of 0.00063 supports this positive shift, while the Sharpe ratio stands at 0.0267, which reflects that the “current returns still exceed risk”.

Onchain data indicates that whales have steadily accumulated XRP over the past month, pointing to demand despite the weak price action. 

XRP risk-adjusted returns hint at limited long-term downside

Crypto analyst Arab Chain noted that the recent improvement in the Sharpe Ratio aligns with a pickup in trading activity, pointing to better returns for XRP holders in the long-term. The analyst explained that the ratio indicates a gradual positive rebalancing, which may limit further downside for the altcoin. Yet, the analyst added, 

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“If the indicator falls back into negative territory, it could signal a return of volatility and weakening momentum.”

Cryptocurrencies, XRP, Markets, Cryptocurrency Exchange, Price Analysis, Futures, Market Analysis, Altcoin Watch
XRP Sharpe ratio on Binance. Source: CryptoQuant

Reinforcing the positive narrative, XRP whale flows have climbed to a 30-day moving average of $9 million per day. The positive flows have held since Feb. 27, marking the longest accumulation phase since April to July 2025.

The last accumulation phase in Q2 2025 led to XRP’s expansion rally to its all-time high of $3.65 on July 18, 2025. 

Cryptocurrencies, XRP, Markets, Cryptocurrency Exchange, Price Analysis, Futures, Market Analysis, Altcoin Watch
XRP Whale Flows on 30-day moving average (30-DMA). Source: CryptoQuant

The combination of a positive Sharpe Ratio reading and steady whale inflows points to an improving sentiment alongside accumulation. The gains are minimal, with the volatility relatively stable. This alignment places focus on whether the whale inflows may continue to support consistent returns over time.

Related: XRP price risks 50% drop despite Goldman Sachs’ $152M ETF exposure

XRP open interest rises with fragile positioning

Crypto analyst Amr Taha noted that the 24-hour open interest change reached 14.8% on March 26, its highest level since March 4, indicating renewed trader participation. This rise in activity also coincides with repeated long-side pressure, with liquidation events above $2.5 million on March 18, followed by similar spikes of $2.45 million on March 21 and $2.15 on March 26.

Cryptocurrencies, XRP, Markets, Cryptocurrency Exchange, Price Analysis, Futures, Market Analysis, Altcoin Watch
XRP open interest change on Binance. Source: CryptoQuant

These moves show that aggressive long positioning is still being cleared during the short-term volatility. Thus, while the futures activity has risen, the frequent liquidation signals create an unstable market, where traders are exposed to continuous resets. 

The technical structure points to a clear bearish bias. XRP has invalidated its bullish ascending triangle pattern, declining 13.63% over the past 10 days. If the current market structure persists, the altcoin could retest support levels near internal liquidity at $1.27 and yearly lows at $1.11 in the coming weeks.

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Cryptocurrencies, XRP, Markets, Cryptocurrency Exchange, Price Analysis, Futures, Market Analysis, Altcoin Watch
XRP/USDT on a one-day chart. Source: Cointelegraph/TradingView

Related: Bittensor’s TAO price may plunge 40% within five weeks: Fractal data