AI · Nov 9, 2026
OpenAI’s Control Room puts a fail-closed kill switch inside the inference engineTSMC’s $1 billion stakes in OpenAI and Anthropic add another loop to AI’s circular financing
· Updated · Signal Desk newsroom
Analysis of reporting by Ars Technica. How we work

TSMC’s board approved up to $500 million in OpenAI preferred stock and $500 million in Anthropic shares at its expected IPO price. The bet is modest for a company with record profits, but supplier-customer stakes make true AI demand harder to read.
Key takeaways
- TSMC approved up to $500 million in OpenAI preferred stock and $500 million in Anthropic common shares at the expected IPO price, per Reuters.
- TSMC has reported six straight record-profit quarters, including more than $23 billion in July through September.
- Nvidia has invested $30 billion in OpenAI and $10 billion in Anthropic so far.
- Buying at Anthropic’s expected IPO price reads as an anchor for the offering.
- Analysts quoted by the WSJ warn circular financing makes real demand harder to judge.
The deal
TSMC’s board approved plans to invest up to $500 million in OpenAI preferred stock and another $500 million in Anthropic common shares at its expected IPO price, according to Reuters as cited by Ars Technica. The company that physically manufactures most of Nvidia’s AI data center chips, and most of Apple’s custom silicon, will hold direct stakes in two of the largest buyers of that hardware. Its fabs are mainly in Taiwan, with operations in Japan and China, an expanding Arizona cluster and a fab under construction in Germany.
The Wall Street Journal framed the move as a possible shot of confidence while the AI trade shows strain, a strain sharpened by Nvidia’s leadership crisis (coverage). Analysts quoted by the Journal also warned that circular financing among investors, suppliers and customers makes real demand harder to judge.
Modest, not reckless
TSMC has reported six straight quarters of record profit, including more than $23 billion in the July through September quarter, per Reuters. A billion dollars split between the two leading labs is a modest bet for a company that already wins whenever either buys more compute. OpenAI’s reported quarterly revenue crossing $10 billion (coverage) is the kind of growth TSMC is buying into.
Why it still deserves scrutiny
When a supplier invests in a customer that buys from the supplier, part of the money tends to come back as orders. Nvidia has done the same at far larger scale, with $30 billion in OpenAI and $10 billion in Anthropic so far. Each deal can make sense alone. Together they make it harder to tell how much AI demand is organic and how much is financed by those selling the picks and shovels. TechCrunch has described the same web of circular deals around Nvidia (five ways).
The Anthropic piece stands out. Committing to buy at the expected IPO price reads as an anchor for the offering, which helps Anthropic and may steady public investors. It also adds one more large player with a stake in the IPO going well. Anthropic’s own filings have flagged huge compute plans beside large losses (prospectus).
A tightly coupled industry
If this scales, chipmakers, cloud providers and labs all hold pieces of one another. That can speed useful build-outs. It can also mean that if demand disappoints, the losses travel in a circle too. Labs without supplier backing may find it harder to compete for scarce leading-edge capacity. Clearer disclosures should accompany these ties. More in our OpenAI and Anthropic coverage and finance coverage.
Who feels it
- Investors
- Insider-style backing may steady sentiment but muddies true demand.
- Anthropic and OpenAI
- Fresh capital and a strategic tie to the key chipmaker.
- Rival AI labs
- Labs without supplier backing may struggle for capacity.
What to watch
- Final terms when Anthropic prices its IPO.
- Whether other suppliers take similar stakes.
- Scrutiny of circular financing disclosures.
FAQ
How much is TSMC investing in OpenAI and Anthropic?
Up to $500 million in OpenAI preferred stock and $500 million in Anthropic shares at its expected IPO price.
What is circular financing in AI?
When suppliers invest in customers that then buy the suppliers’ products, making it harder to tell how much demand is organic.
How much has Nvidia invested in OpenAI and Anthropic?
$30 billion in OpenAI and $10 billion in Anthropic so far, per the report.
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