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Odaily News - Analyst qinbafrank posted on X platform, stating that the latest earnings reports from CoreWeave (CRWV) and Nebius show the AI cloud computing (CSP) industry is entering a phase of rapid expansion. The competitive focus is shifting from simply providing GPU leasing to building AI infrastructure platforms that encompass computing power, software, data, and operational capabilities.Currently, AI computing demand still significantly exceeds short-term deliverable supply. Meanwhile, pricing power for AI computing is strengthening, but price increases are mainly concentrated on high-value resources. CoreWeave stated that prices for various GPU computing SKUs rose by approximately 25% on average in July; Nebius disclosed that prices for previous-generation GPUs increased by over 30% compared to Q1, with new contracts signed in Q2 averaging over $20 million in annualized revenue per MW, some projects reaching $20 million to $25 million, and short-term emergency capacity prices even reaching $40 million to $50 million per MW.However, price increases are mainly occurring in short-term capacity, next-generation GPUs, large-scale clusters, and production-grade AI inference scenarios. Traditional low-priority, long-term locked-in bare computing power has not seen concurrent price increases. From a profitability model perspective, project-level returns on AI computing are becoming clearer, but overall corporate return on invested capital (ROIC) still needs time to be validated. Nebius has for the first time disclosed relatively clear project payback periods, while CoreWeave is reducing GPU investment pressure through long-term contracts and asset-level financing. However, both companies remain in a high-capital-expenditure phase, with depreciation and financing costs continuing to compress profit margins.Nevertheless, an increasing number of individual projects are achieving closed-loop economic models, indicating that the AI infrastructure business model is gradually maturing. Additionally, both CoreWeave and Nebius are upgrading toward becoming "AI infrastructure operating systems." Future CSP competition will no longer be just about renting out GPU hours but will cover complete service systems including AI training, inference, storage, networking, model deployment, monitoring, security governance, and Agent runtime environments.In terms of capital models, the two companies are also taking different paths: Nebius leans more toward an asset-light model, building AI data centers through capital partners while providing AI infrastructure operations and software capabilities itself; CoreWeave, on the other hand, is promoting a hybrid cloud model through its Omni strategy, deploying complete AI cloud platforms to customers' own data centers and GPU resources, placing greater emphasis on enterprise-level and sovereign AI delivery.Overall, the AI cloud computing industry is evolving from "GPU rental providers" to "AI infrastructure platforms." Short-
According to Chaoxiang Research, JPMorgan's expert commentary on August 12 noted that SanDisk will hold an Investor Day on August 13. The market expects management to provide guidance for annual revenue growth of over 20%, flat gross margin, operating leverage driving EPS growth of over 20% to 30%, and significantly reduced cyclicality. Investor communications indicate the market expects the annual buyback ratio to be around 10%. To date, SanDisk has signed 8 customers and 10 LTAs, covering over 50% of FY2027 wafer capacity, with minimum revenue commitments reaching $93.9 billion. The HBM market is moving from standardization to customization; Micron stated that HBM4E will usher in the era of "customized SKUs," and the ratio of HBM encroachment on traditional DRAM capacity has worsened from 3:1 to approximately 4:1. eSSDs now account for 48% of global NAND shipments, up from just 26% a year ago, with industry revenue increasing fivefold year-over-year. JPM judges that the combination of LTAs, HBM customization, and changes in eSSD demand structure is pushing memory chips from a commodity cycle to a structural cycle, and valuation methodologies may need adjustment. Quantinuum's quantum computer commercialization is accelerating, with CY27 revenue guidance exceeding $60 million (+34%); JPM maintains a $97 price target and Overweight rating. Super Micro Computer F4Q26 gross margin of 17.6% exceeded guidance, orders exceeded 6