Texas Pension Chief Warned of AI Infrastructure Overspend
The Teacher Retirement System of Texas CIO cautioned that excessive spending on AI may lead to industry bankruptcies.
Updated on Sept. 21, 2026 in Artificial Intelligence

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Jase Auby, the CIO of the Teacher Retirement System of Texas, has warned that the current pace of investment in artificial intelligence infrastructure mirrors historical bubbles. He suggests that companies could be overbuilding systems before consumer and business demand catches up to the supply.
Why it matters
The warning highlights concerns that massive capital expenditures in the AI sector may result in widespread bankruptcies. As a systematic risk, this over-investment threatens to impact multiple asset classes and corporate operations across the broader economy.
Capital investment into AI currently accounts for 3.5% of annual U.S. GDP. Additionally, generative AI adoption reached 53% within just three years of the release of ChatGPT.
The players
Jase Auby
He serves as the Chief Investment Officer for the Teacher Retirement System of Texas.
Teacher Retirement System of Texas
This public retirement system manages approximately $225.3 billion in assets for educators.
New York City Retirement Systems
This entity manages a $327 billion fund and has moved to reduce its exposure to AI-related risks.
Anthropic
This artificial intelligence startup recently completed a $65 billion Series H funding round.
Nvidia
This semiconductor company represents a significant equity holding for many institutional pension funds.
The details
Auby compared the current AI gold rush to the buildouts of railroads, canals, and telecommunications infrastructure in the early 2000s. While some institutional investors like the New York City Retirement Systems have already begun rejecting managers to diversify away from AI risk, the Texas fund continues to monitor its significant equity exposure.
Timeline
The telecom and fiber infrastructure buildout took place in the early 2000s.
The Teacher Retirement System of Texas reported its portfolio investments as of Aug. 31, 2025.
Jagdeep Singh Bachher described AI as a revolution in March 2026.
Anthropic secured $65 billion in Series H funding in May 2026.
Jase Auby spoke at the investment committee meeting in September 2026.
The Tech Race
The current AI infrastructure boom follows a historical pattern established by the early 2000s telecom and fiber infrastructure buildout. Experts are now evaluating whether the scale of current AI capital investment is sustainable or risks mirroring the massive market corrections of past cycles.
For the average pension plan participant, this warning serves as a reminder that large-scale institutional shifts toward AI carry long-term volatility risks. Retirees may see their fund managers adopt more conservative diversification strategies to protect against sector-specific downturns.
The takeaway
The rapid adoption of generative AI, which reached 53% usage in just three years, suggests that consumer demand is growing, but infrastructure costs remain a major hurdle. Investors should pay close attention to whether the massive capital investments by corporations translate into actual revenue realization in the coming years.
Further reading
For more on how institutional investors are managing the rise of new software, visit our Artificial Intelligence section.
Source note: This article includes information reported by Pitchbook.
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