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first_img Google claims that the cost of AI server memory has exceeded 75%, promoting a dual-track strategy for software and hardware

The SEMICON Taiwan 2026 Memory Summit took place on the 1st, where Nikhil Cherian, Senior Director of Supply Chain Infrastructure at Google Cloud under Alphabet, pointed out that with the popularity of multimodal and mixed expert architectures, AI computation has shifted from being power-limited to memory-limited, with high-performance memory accounting for over 75% of the cost of AI server hardware bill of materials. In the face of capacity, bandwidth, and power consumption bottlenecks, Google is breaking through the AI memory bottleneck through a dual-track strategy of hardware offloading for inference and training, and lossless quantization software algorithms.Google adopts an offloading strategy in hardware architecture, launching TPU 8i for low-latency inference and TPU 8t specialized for large-scale training. The TPU 8i is equipped with 288 GB of high-bandwidth memory, with SRAM capacity on the chip increased threefold to 384 MiB, placing dynamic conversation states and key-value caches on the chip itself to achieve zero chip-off latency. The TPU 8t forms a super-large computing cluster with 9600 chips, achieving a shared pool of HBM at a scale of 2 PB, eliminating chip-off data transfer bottlenecks, along with TPU Direct Storage technology.Google has developed the training-free TurboQuant lossless quantization algorithm, compressing the key-value cache of large models from 32 bits to 3 bits, reducing memory usage by six times without loss of accuracy, resulting in an eightfold acceleration in attention computation, and integrating old-generation DRAM technology to extend the lifecycle of components.

first_img North Korean hackers transfer tens of millions of dollars at Hyperliquid, Trump promotes platform's entry into the U.S

According to Arkham blockchain data, wallets associated with the North Korean state-sponsored hacking organization Lazarus Group have sold over $30 million in Bitcoin on the decentralized perpetual contract trading platform Hyperliquid in the past three weeks, using the proceeds to purchase Ethereum and Solana, which were then transferred to centralized exchanges such as Kraken, LBank, and KuCoin. Kraken responded that it maintains an industry-leading compliance program, continuously monitoring on-chain activities to identify and block assets related to sanctioned wallets; LBank and KuCoin stated that the associated risks are a continuing challenge faced by the industry as a whole and emphasized that publicly available on-chain data may not reflect compliance measures at the platform level.At this time, the Trump administration is exploring ways to incorporate Hyperliquid into the regulated U.S. financial system. Trump stated earlier this month at a White House event that the chairman of the Commodity Futures Trading Commission, Mike Selig, is developing a path to bring Hyperliquid into the U.S. in a fully compliant and legal manner. According to Bloomberg, Kraken's parent company Payward is in deep negotiations with Hyperliquid Labs to offer perpetual contracts to U.S. traders.Hyperliquid is the leading platform in the decentralized perpetual contract space, allowing users to trade directly from their crypto wallets without the need for traditional brokerage accounts or KYC checks. According to DefiLlama data, its cumulative perpetual contract trading volume has exceeded $5 trillion, with current open contracts of approximately $13.3 billion.

Hyperliquid Policy Center writes to the CFTC: Promoting perpetual contracts as a key focus of derivatives innovation in the United States

The Hyperliquid Policy Center stated on platform X that perpetual contracts should be at the core of the U.S. Commodity Futures Trading Commission (CFTC) innovation agenda. The agency submitted a statement regarding the first meeting of the CFTC Innovation Advisory Committee on August 20, pointing out that perpetual contracts are gradually expanding beyond the digital asset market to traditional asset classes such as stocks and commodities, and that demand for this product among U.S. market participants is rising.Perpetual contracts can meet the risk management needs of different market participants, making them particularly suitable for airlines hedging fuel costs, investment funds managing portfolio exposure, and AI developers addressing ongoing risks related to computing costs that do not have a clear expiration date. Compared to futures with fixed expiration dates, perpetual contracts do not require rolling over, and there are no expiration and delivery issues; they anchor contract prices to the underlying assets through periodic funding rates. Currently, on Hyperliquid, perpetual contracts deployed by third-party developers cover over 80 traditional commodity and stock markets, with a cumulative notional trading volume exceeding $500 billion.This year, the CFTC has taken several measures to promote the establishment of the perpetual contract market in the U.S. In May, the CFTC approved the first perpetual futures contract listed in the U.S. and issued a policy statement and continuous trading guidance regarding the listing of perpetual contracts; in June, the CFTC sought public opinion on extending perpetual contracts to energy commodities and further consulted on computing power derivatives.In addition, the Hyperliquid Policy Center believes that on-chain infrastructure can also promote the modernization of the U.S. derivatives market within the existing regulatory framework. Public blockchains can openly record markets, orders, and positions, continuously conduct margin assessments programmatically, and enable real-time collateral transfers, thereby reducing counterparty credit risk and settlement risk. The agency will continue to provide relevant research and technical documents to the CFTC Innovation Advisory Committee and committee staff, and promote the establishment of a pathway for U.S. market participants to compliantly access on-chain markets. The agency believes that perpetual contracts are one of the most representative financial innovations of the past decade and should be further developed in the U.S. market.

Zhao Changpeng: Bitcoin and other sectors promote each other, and tokenized stocks will allow more people to access Bitcoin

Zhao Changpeng stated at the "Bitcoin Asia 2026" conference in Hong Kong that people often overestimate what can be done in a year but underestimate what can be done in ten years, and a large amount of infrastructure will be built in the next decade. In the past two years, the attitude of traditional finance towards Bitcoin has undergone a significant change, and in recent years, the growth of tokenized stocks has been rapid. Binance's bStocks has quickly grown in just about three months since its launch, and looking ahead to the next ten years, this will be a huge market. In addition, various sectors such as payments, AI, Agentic financial infrastructure, stablecoins, and tokenization will see significant development in the next decade; now is the moment with the most opportunities in history.He mentioned that the Bitcoin blockchain currently does not support tokenized businesses, and tokenization mainly occurs on other blockchains. However, the various sectors within the crypto industry promote each other; those who understand Bitcoin will eventually understand other blockchains and tokens, and those who enter through stock tokenization will also pay attention to Bitcoin. He gave an example that it is difficult for Asians to open U.S. stock brokerage accounts, and the trading hours of U.S. stocks are inconvenient. Once stock tokenization occurs, it will enable more people who were previously unable to trade U.S. stocks to participate through crypto platforms. After these individuals enter the crypto platform, they may also start to engage with Bitcoin exposure that they did not have before.

first_img ByteDance will merge TRAE and Kouzi into Doubao, and will promote "Doubao Work."

According to reports from Intelligent Emergence, ByteDance has completed the team integration of its office AI products, with the TRAE and Coze teams being fully merged into the Doubao system. Among them, TRAE Work and Coze will integrate their product capabilities in work scenarios with Doubao, while TRAE IDE and CLI will continue to develop as a programming product line under the Doubao brand. After the adjustment, the relevant product and operations teams will report to Zhao Qi, the product head of Doubao.TRAE and Coze were originally part of ByteDance's Product R&D and Engineering Architecture Department, positioned respectively as AI programming products and AI intelligent entity development platforms. Starting this year, productivity agents have become an important strategic direction for Doubao, and the experience accumulated by both parties will be reused in Doubao. Following this adjustment, ByteDance has further clarified the AI core business positioning of Doubao, focusing AI office products on Doubao, and will launch the independent AI office product "Doubao Work" as a unified product and brand for AI office scenarios as early as this week.ByteDance responded that the adjustment aims to better coordinate product and technical resources to provide users with a higher quality AI work experience, and existing user rights will not be affected. Recently, Doubao has intensively updated office functions such as remote computer control, Windows virtual desktop, cloud computer, and side workbench, and has launched over 200 skills and connectors; the independent "Doubao Work" will also be deeply integrated with Feishu, with the former Feishu "Aily Intelligent Partner" having been renamed to "Doubao Work Partner."
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