>>183210
cont...
3. Emerging Risks in 2026
Recent developments have added layers of complexity and risk to this structure:
Off-Balance-Sheet SPVs: To keep the staggering cost of data centers off their main books, companies are increasingly using Special Purpose Vehicles (SPVs) and private credit. This has led to calls for regulatory investigations into "opaque debt markets."
The "DeepSeek" Effect: In early 2025, the emergence of highly efficient models (like China's DeepSeek R1) proved that massive, $100 billion clusters might not be the only way to achieve frontier performance. This "algorithmic efficiency" threatens to devalue the massive physical infrastructure currently being built.
Litigation Risk: Law firms and regulators are beginning to scrutinize whether these circular deals constitute "round-tripping"—a practice where a company provides funds to another specifically so they can buy its products, creating the illusion of organic growth.

4. The Counter-Argument: "Productive Assets"
The bullish view (often held by firms like Morgan Stanley) is that unlike the "vaporware" of the dot-com era, these investments are going into tangible, productive assets. GPUs and data centers have residual value and are driving real-world margin expansion for companies that successfully integrate them (up to 2x the global average for early adopters).

The Bottom Line: While the financing is undoubtedly circular, the debate centers on whether the circle is a virtuous cycle of technological acceleration or a speculative whirlpool waiting for a catalyst—like a major earnings miss—to pop.

https://news.ycombinator.com/item?id=45521629#:~:text=Some%20analysts%20warn%20this%20creates,ended%20in%20sharp%20market%20corrections.
https://longyield.substack.com/p/the-great-ai-money-loop
https://medium.com/@nihir4321/circular-funding-or-smart-strategy-inside-the-trillion-dollar-ai-web-2b26b141cc6a#:~:text=Other%20major%20players%20have%20struck,%5B6%5D%5B7%5D.
https://www.quinnemanuel.com/the-firm/publications/client-alert-emerging-litigation-risks-in-financing-ai-data-centers-boom/#:~:text=With%20AI%20revenues%20(roughly%20%2460,balance%20sheets%20in%20under%20two&text=9%5D%20The%20letter%20warned%20that,financial%20crisis%20that%20harms%20the