BTC $62,586.42 -1.84%
ETH $1,865.76 -1.33%
BNB $603.51 -1.13%
XRP $1.00 -0.33%
SOL $75.19 -1.45%
TRX $0.3322 -0.64%
DOGE $0.0693 -1.15%
ADA $0.1791 -2.95%
BCH $202.05 -5.32%
LINK $8.82 +0.06%
HYPE $55.80 -3.40%
AAVE $85.52 -2.62%
SUI $0.6758 -2.19%
XLM $0.1596 -0.63%
ZEC $482.11 -1.66%
BTC $62,586.42 -1.84%
ETH $1,865.76 -1.33%
BNB $603.51 -1.13%
XRP $1.00 -0.33%
SOL $75.19 -1.45%
TRX $0.3322 -0.64%
DOGE $0.0693 -1.15%
ADA $0.1791 -2.95%
BCH $202.05 -5.32%
LINK $8.82 +0.06%
HYPE $55.80 -3.40%
AAVE $85.52 -2.62%
SUI $0.6758 -2.19%
XLM $0.1596 -0.63%
ZEC $482.11 -1.66%

sme

All
Article
Flash

DGrid AI released the latest research paper PoQ-Judge, completing the closed loop of decentralized LLM quality assessment with a multi-architecture evaluation framework

The decentralized AI infrastructure network DGrid AI today released its latest research paper "PoQ-Judge," proposing a multi-architecture quality assessment framework that does not require reference answers. This means that in real deployment environments, there are often no standard answers for comparison, yet the protocol can still reliably score the quality of model responses and allocate incentives accordingly. This is a key piece that has long been missing in DGrid's decentralized LLM inference quality assessment system.PoQ (Proof of Quality) is a consensus mechanism independently developed by DGrid, designed to prevent model providers from deploying low-quality models, fabricating data, or hiding computational costs at the protocol level, thereby ensuring service quality and pricing transparency. The DGrid team has been continuously working on PoQ and has published four research papers to date. The newly released PoQ-Judge has trained three assessment models covering different quality and cost scenarios, achieving a correlation of up to 0.747 with human scoring on the retention test set, significantly outperforming all previous reference answer-based evaluators, while reducing assessment costs by over 72% through cascading evaluation and online weight calibration.With the implementation of PoQ-Judge, the entire process from quality assessment → scoring → incentive allocation has completely eliminated reliance on reference answers, thus establishing a closed loop for the quality of decentralized LLM inference.DGrid AI is a decentralized AI intelligent network dedicated to building an open, transparent, and community-driven AI infrastructure. Focusing on model invocation and application experience, DGrid has launched several core products: the AI Gateway that aggregates mainstream large models globally, the one-click deployment platform for AI agents DClaw, the anonymous model competition platform AI Arena, and the intelligent model recommendation assistant Dori, providing one-stop services for developers and users. It is reported that DGrid AI's revenue has surpassed 20 million dollars in six months.

Gate Research Institute: The market value of the three storage giants collectively surpasses one trillion dollars, and the AI-driven storage industry enters a period of value reassessment

The latest report from Gate Research Institute titled "Gate Research Institute: The Market Capitalization of the Three Storage Giants Exceeds One Trillion Dollars, Gate Supports Their Real Stock Trading" points out that as the demand for AI large model training and inference continues to grow, the global storage industry is entering a new round of value reassessment.The report shows that the market capitalizations of the three storage giants, Samsung Electronics, SK Hynix, and Micron Technology, have all surpassed one trillion dollars, reflecting a repricing of the strategic value of AI storage infrastructure. Among them, Micron Technology has recently officially joined the one trillion dollar market capitalization club, becoming one of the most watched reassessment targets in the AI storage industry chain.The report mentions that the current rise in the storage sector is not a rebound from the traditional DRAM cycle, but is driven by structural demand growth brought about by the expansion of AI data centers. The importance of high-end storage products such as High Bandwidth Memory (HBM), DDR5, and enterprise-level SSDs continues to increase, pushing storage from being a supporting component in the computing power system to becoming a key resource that affects model training efficiency, inference performance, and deployment costs.In addition, Gate has officially launched stock trading services, allowing users to trade mainstream securities market stocks and ETF assets using USDT, and has introduced perpetual contracts for stocks and leveraged ETF products, providing investors with more diversified trading and allocation tools to participate in AI storage and semiconductor theme investments.

The EU has launched an assessment of the MiCA regulatory framework, with industry and public opinion collection open until August 31

According to The Block, the European Union has officially launched a public assessment and consultation on the Markets in Crypto-Assets Regulation (MiCA), evaluating the framework's applicability in the context of the rapid evolution of digital assets, and is open for industry and public feedback until August 31.This assessment covers the core regulatory framework of MiCA, including key regulatory areas such as crypto asset issuance, asset-referenced tokens (ART), electronic money tokens (EMT), and crypto asset service providers (CASP). The EU's consultation is divided into two paths: an open call for public opinions and a technical consultation aimed at financial institutions, regulators, and industry organizations.The European Commission stated that this move is driven by the ongoing evolution of the global digital asset market and the competitive pressure brought about by the rapid advancement of crypto regulation in the U.S. and Asia. Meanwhile, the transitional period for MiCA will end in July 2026, at which point crypto companies will need to obtain full compliance authorization.Recently, Zerohash has become the first company to simultaneously obtain both the MiCA CASP license and the Dutch electronic money institution license, and Poland has just passed its local MiCA implementation bill. The head of Coinbase's European policy stated that MiCA has established early global standards but should undergo "targeted optimization" to balance regulatory safety and international competitiveness.The European Commission also supports centralizing the regulatory authority over large cross-border crypto institutions to ESMA to strengthen the unified regulatory framework.

Charles Schwab opens BTC/ETH spot trading to 39 million customers, Alcoa enters deep negotiations with NYDIG regarding the sale of its New York smelting plant

According to BBX data, the bidirectional penetration of traditional financial institutions and industrial infrastructure into the crypto space has accelerated over the weekend, with the following core dynamics:The Charles Schwab Corporation (NYSE: $SCHW) officially launched the Schwab Crypto platform in phases on April 17, opening direct trading of Bitcoin and Ethereum spot to 39 million active brokerage account customers through its Charles Schwab Premier Bank, SSB, with compliance custody and trade execution provided by Paxos, and a fee of 75 basis points per transaction; initially excluding New York and Louisiana. The company recorded earnings per share of $1.43 and revenue of $6.48 billion in Q1 2026, with total customer assets of approximately $12.22 trillion as of early 2026.Alcoa Corporation (NYSE: $AA) CEO Bill Oplinger confirmed in a Bloomberg interview on April 17 that the company is in deep negotiations with Bitcoin financial services company NYDIG regarding the sale of the Massena East smelter site in New York (1,300 acres, closed since 2014), which "should be completed by mid-year." The site is adjacent to the St. Lawrence River and can access hydroelectric resources provided by the New York Power Authority; NYDIG has been operating Bitcoin mining facilities there since 2024 and will gain full control of the infrastructure after the acquisition. The financial terms of the transaction have not been disclosed.
app_icon
ChainCatcher Building the Web3 world with innovations.