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first_img Micron warns that AI storage walls are intensifying, with HBM accounting for about 17% of the interruptions in Meta Llama 3 training

According to TrendForce, at Hot Chips 2026, Micron emphasized that the progress of AI computing power is faster than storage improvements, and the challenge of the "storage wall" is becoming increasingly prominent. Micron Fellow Raghu Sriramaneni pointed out that the computing power of AI accelerators increases approximately threefold every two years, while the bandwidth of HBM increases by less than double during the same period, and the gap may further widen. The deepening reliance on HBM also brings reliability issues; Micron cited Meta Llama 3 data indicating that HBM failures account for about 17% of unexpected training interruptions. New designs that blur the boundaries between computing and storage may help break through the bottleneck.The expansion of HBM also brings area and supply pressures: the latest generation of packaging integrates two GPUs with eight 12-layer HBM4 stacks, with storage accounting for about 90% of the semiconductor area, more than eight times the area occupied by GPUs; achieving equivalent capacity with HBM requires about three times the wafers of standard DDR5 DRAM. Thermal management has also become a key constraint, with solutions such as liquid cooling and ultra-thin chips being explored.Micron is advancing innovations in interconnect, packaging, and cooling, including SerDes and die-to-die PHY optimized for storage, larger size SiP and advanced packaging with glass substrates, as well as liquid cooling and hybrid bonding, and is developing fusion bonding to reduce thermal resistance and enhance data throughput.

U.S. Senator: The CLARITY Act will ensure that customers' crypto assets remain the property of the customers in the event of an exchange bankruptcy

According to Bitcoin.com, U.S. Senator Cynthia Lummis stated that the CLARITY Act will change the way customer crypto assets are handled when digital asset platforms enter bankruptcy proceedings; customer assets should continue to belong to the customers, rather than being included in the company's bankruptcy estate.The bill requires regulated digital asset intermediaries to treat customer cash and digital assets as customer property and to segregate them from company property. The bill also generally prohibits brokers, dealers, and exchanges from using customer assets for their own or others' benefit without authorization.The bankruptcies of Celsius and Voyager sparked disputes over the ownership of customer deposits. In January 2023, U.S. Bankruptcy Judge Martin Glenn ruled that the cryptocurrency deposited in Celsius Earn accounts became company property under the terms of use, involving approximately 600,000 Earn accounts and about $4.2 billion in assets.Lummis stated that the CLARITY Act also aims to provide regulatory certainty for developers, enhance investor protection, and improve market integrity. The bill will clarify the responsibilities of the U.S. Securities and Exchange Commission (SEC) and the U.S. Commodity Futures Trading Commission (CFTC) in different areas of the crypto market, and it has already passed the House of Representatives but has not yet passed the Senate.
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