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BTC $76,939.81 -1.62%
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TRX $0.3260 +0.71%
DOGE $0.0980 -1.50%
ADA $0.2457 -2.63%
BCH $448.33 -1.30%
LINK $9.21 -2.77%
HYPE $41.59 -0.69%
AAVE $95.73 -1.10%
SUI $0.9241 -2.28%
XLM $0.1646 -3.70%
ZEC $354.34 -1.29%

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Coinbase upgrades its anti-fraud system, integrating machine learning with a rules engine, reducing response time to a few hours

Coinbase stated that it is optimizing the rule creation process in its anti-fraud system by integrating machine learning models with a rules engine, achieving more efficient risk management. It also proposed a dual-track strategy of "models responsible for long-term defense, rules responsible for rapid response," and built a unified framework to create a feedback loop between the two: rules are used to capture new types of fraud and train the model in reverse, thereby continuously enhancing overall defense capabilities.In terms of specific optimizations, Coinbase has transformed the previously manual rule creation process into a data-driven and automated recommendation system by restructuring data, automating schema evolution, and introducing notebook-based analytical tools, significantly improving efficiency. Among these improvements, the performance of rule backtesting has increased by more than 10 times, and the overall response time has been reduced from several days to a few hours. Additionally, the new system uses machine learning to recommend parameters, helping to reduce false positive rates while combating fraud and minimizing the impact on normal users. Coinbase indicated that the next step will be to advance event-driven automatic rule generation and explore the "one-click conversion" of efficient rules into model features, further moving towards an automated risk management system.

Core member of the Ethereum Foundation, Josh Stark, will be leaving, having led several major upgrades including The Merge

According to The Block, Josh Stark, a key figure at the Ethereum Foundation (EF), announced his resignation after five years and will officially step down at the end of the month. Stark joined the Ethereum Foundation in 2019, initially working in the special projects team, and later rose to leadership, collaborating with EF Chair Aya Miyaguchi, Ethereum founder Vitalik Buterin, and co-executive directors Hsiao-Wei Wang and Bastian Aue.He is one of the most prominent members of the foundation's external image and has led several significant advancements in Ethereum, including the "The Merge" upgrade that transitioned from proof of work to proof of stake, as well as subsequent upgrades like Dencun, Fusaka, and Pectra. During last year's leadership adjustments at the foundation, he was appointed as the "co-manager" of the EF board and recently took on the role of co-chair of the "trillion-dollar security" initiative.Last month, Stark co-authored a strategic blog post on Ethereum with Josh Rudolf and Julian Ma, outlining Ethereum's latest scaling direction and its relationship with the Layer 2 ecosystem. Stark stated, "I haven't planned for the future yet; I just want to take a good rest and spend time with family and friends." This resignation occurs against the backdrop of ongoing changes at the Ethereum Foundation.Last year, the foundation underwent significant leadership adjustments, refocusing its strategic priorities on scaling the Ethereum mainnet and core cypherpunk values; Tomasz K. Stańczak also resigned from his co-executive director position at the end of February this year, having served for less than a year. On the same day, Trent Van Epps also announced his departure from EF to fully dedicate himself to Protocol Guild, the independent funding organization for Ethereum core developers that he founded.

Bitfinex Report: The market value of tokenized commodities surpasses 7 billion USD, and the upgrade of stablecoin infrastructure accelerates implementation

Bitfinex released a report indicating that tokenized commodities are moving from early experimentation to practical application, becoming an important manifestation of the reconstruction of real-world assets (RWA) on the blockchain. The core of this shift is not to create new demand, but to reshape existing market infrastructure.Data shows that the total market value of tokenized commodities has reached approximately $7 billion, growing nearly 600% since the beginning of 2025. Current major participants include crypto-native investors and high-net-worth individuals. Amid increasing geopolitical volatility, tokenization is enhancing asset liquidity and risk management flexibility. Gold remains the primary entry point, with Tether Gold accounting for nearly 40% market share.The report points out that on-chain gold possesses characteristics such as real-time transfer and global auditability, making it more suitable as collateral compared to physical assets, and it can overcome traditional trading hours and settlement limitations. In addition to gold, tokenized commodities have expanded into areas such as oil, natural gas, and agricultural products, with soybeans and soybean oil each around $400 million, and green financing-related exposure around $850 million, indicating that this model has cross-category expansion potential.At the same time, the traceability of blockchain has also enhanced supply chain transparency, meeting regulatory and ESG requirements. Bitfinex believes that in the future, the focus of tokenization will shift from precious metals to industrial products such as copper and oil, achieving a transition from "product innovation" to "market infrastructure upgrade" by improving collateral efficiency, asset circulation speed, and transparency.
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