The Phenomenon of Chinese 96GB AI Accelerators
The Cost of Oracle's Cloud Infrastructure Expansion

The current phase of AI evolution is marked by a transition from theoretical modeling to industrial-scale deployment. For players like OpenAI, access to massive computational resources has become critical, positioning cloud providers as both the primary beneficiaries and the hostages of this arms race. Oracle, striving for dominance as an infrastructure provider, has collided with a harsh financial reality: the cost of constructing and maintaining specialized data centers is escalating at an accelerating pace.
This strategy has necessitated a radical overhaul of internal expenditures. The cost of corporate restructuring has been steep: the budget for workforce reductions was increased by $700 million, bringing the total to $2.8 billion. The bulk of these funds is earmarked for severance packages for employees who became the casualties of this optimization. The scale of the purge is striking—by the end of May, the headcount had plummeted by 21,000 compared to the previous year. Currently, the company employs 49,000 people in the US and 92,000 in its international divisions.
From a financial management perspective, these measures are driven by the imperative to protect margins. With Capital Expenditure (Capex) for hardware and power scaling exponentially, the company is forced to slash Operating Expenses (Opex). According to the 2026 development strategy outlined by CFO Hilary Maxon, increasing internal process efficiency is the only viable path to maintaining profitability amidst gargantuan investments in hardware.
Parallel to this corporate streamlining, significant shifts are occurring in the founder's capital. Larry Ellison has received authorization to sell a block of up to 50 million shares, valued at approximately $8.75 billion. Although stock prices have dipped roughly 16% since June, Ellison's massive stake (40% of the company) ensures he remains one of the industry's most influential power brokers.
Interestingly, these liquidated assets are being deployed far beyond the realm of cloud computing. Ellison is serving as the primary financier for the ambitious ventures of his son, David Ellison. This involves a massive consolidation of the media market, including the acquisition of Paramount Global and a potential purchase of Warner Bros. Discovery for a staggering $110 billion. Thus, while the Oracle corporate machine undergoes the painful process of downsizing to secure an AI-driven future, its founder continues to expand his empire, diversifying his influence across the global media landscape.

