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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.

Strategy invested nearly $370 million to purchase 4,603 BTC, and BitMine has continuously increased its holdings of Ethereum for 65 weeks

According to BBX data, last week, publicly listed companies in the U.S. disclosed their latest real accounts regarding digital asset treasury allocation and leverage increases, with the core dynamics as follows:Strategy (NASDAQ: $MSTR) invested $369.7 million to increase its holdings by 4,603 BTC: According to the latest 8-K filing submitted by Strategy, the company purchased 4,603 bitcoins between August 24 and 30, 2026, at an average price of approximately $80,318. The funds for this purchase came from its stock ATM program (during the same period, 4.5314 million shares of MSTR common stock were sold, raising approximately $602.8 million). Of the raised funds, $151.8 million was used to repurchase 1.5572 million shares of STRC preferred stock, and $50.7 million was used for dividend payments. As of August 30, Strategy's cumulative holdings reached 845,050 BTC (total cost approximately $63.73 billion, average price approximately $75,412).Strive increased its holdings by 1,800 bitcoins, with total holdings surpassing 23,000: According to the 8-K filing submitted by Strive to the SEC, the company purchased 1,800 bitcoins between August 24 and 28 at an average price of approximately $79,431. As of August 28, Strive's total bitcoin holdings increased to 23,156 BTC. In addition, its balance sheet also holds 505,000 shares of Strategy STRC preferred stock (fair value approximately $49.15 million) and about $183.5 million in cash.BitMine has increased its holdings for 65 consecutive weeks, with Ethereum holdings soaring to 5.9 million: Nasdaq-listed company BitMine disclosed that it increased its holdings by another 53,501 Ethereum last week, achieving a remarkable 65 consecutive weeks of increases. As of August 30, its total Ethereum holdings reached 5,901,112 ETH (approximately 4.9% of the total supply on the network). Currently, the total value of the company's crypto assets and various investments is as high as $15.6 billion, with the number of staked Ethereum remaining at 5,067,309 (accounting for 86% of total holdings), corresponding to a value of approximately $12.7 billion, and the current annualized staking yield is approximately $335 million.

Data: The net buying of listed companies in a single week increased by 529.6% compared to the previous week, and the Strategy resumed its increase in holdings after a nine-week hiatus

According to SoSoValue data, as of 8:00 AM Eastern Time on August 31, 2026, the total net purchase of Bitcoin by global listed companies (excluding mining companies) in the past week was $513 million, an increase of 529.6% compared to last week.Strategy (formerly MicroStrategy) purchased 4,603 Bitcoins last week at a price of $80,318, spending approximately $370 million, bringing its total holdings to 845,050 Bitcoins, marking its first purchase in nine weeks. The Japanese listed company Metaplanet did not purchase any Bitcoin last week, marking seven consecutive weeks without purchases.In addition, another company announced the purchase of Bitcoin last week. Asset management company Strive announced on August 31 that it spent approximately $143 million last week to purchase 1,800 Bitcoins at a price of $79,431, bringing its total holdings to approximately 23,156 Bitcoins. The French Bitcoin treasury company Capital B announced that it has raised €21 million (approximately $24.5 million) from investors and institutions, including Adam Back, for the purpose of purchasing Bitcoin.As of the time of publication, the total amount of Bitcoin held by the listed companies included in the statistics (excluding mining companies) is 1,147,229 Bitcoins, an increase of 0.6% compared to last week, with a current market value of approximately $89.6 billion, accounting for 5.7% of Bitcoin's circulating market value.

first_img Strategy net leverage ratio has dropped to nearly zero, and cash reserves are close to the scale of convertible bonds

The dollar assets of Bitcoin Treasury Company Strategy have reached $6.69 billion, nearly equivalent to its $6.75 billion outstanding convertible bonds, with the net leverage ratio dropping to nearly zero. Driven by ongoing buybacks and the rebound of Bitcoin prices to around $80,000, its preferred stock STRC has rebounded over 35% since the low in June, currently reported at $97.23, still below the $100 par value.Executive Chairman Michael Saylor stated that USD Cash has enhanced the company's digital credit capital framework, specifically for the general purposes of Bitcoin Treasury Company, including increasing BTC holdings, paying preferred stock dividends and interest, repurchasing MSTR/preferred stock, repaying convertible bonds, and increasing dollar reserves. In May, Strategy repurchased $1.5 billion of convertible bonds maturing in 2029 to alleviate its debt burden.Competitor Strive Asset Management eliminated all debt earlier this year, and its preferred stock SATA has rebounded to the $100 par value, with shares issued last week through an ATM program. Analysts pointed out that eliminating debt will strengthen STRC's position in the capital structure, but ongoing buybacks, ample dollar liquidity, and the rebound in Bitcoin prices may provide more direct support for the preferred stock to return to par value.
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