Compute & Infrastructure
Top Line
TSMC reported 30% revenue growth in the first two months of 2026, driven by sustained AI infrastructure buildout, but supply chain risks remain as geopolitical tensions escalate in the Middle East where key data centre projects are concentrated.
The UK government's proclaimed multibillion-pound AI infrastructure drive faces scrutiny as a Guardian investigation reveals 'phantom investments' — including an Nscale supercomputer site in Essex that remains a scaffolding yard despite announced completion dates, even as the company raises $2 billion at a $14.6 billion valuation.
Anthropic launched federal lawsuits against the Department of Defense over its unprecedented supply-chain risk designation, with the company warning the label could cost billions in revenue as commercial partners pause deals — a conflict that has drawn public support from dozens of OpenAI and Google DeepMind employees.
Oracle and OpenAI scrapped plans to expand their flagship Texas data centre project amid the Middle East conflict, underscoring how geopolitical instability is forcing infrastructure strategy shifts as oil prices exceed $100 per barrel and energy constraints tighten.
Singapore and Melbourne are hosting experimental data centres run by lab-grown human brain cells on silicon, as biotech startup Cortical Labs explores biological computing as a potential alternative to conventional semiconductor-based AI infrastructure.
Key Developments
UK AI Infrastructure Claims Unravel Under Scrutiny
A Guardian investigation exposes significant gaps between UK government announcements and actual AI infrastructure delivery. The centrepiece Nscale supercomputer project in Essex — repeatedly featured in press releases with completion dates this year — remains a scaffolding depot and scrap metal site. Planning permission was filed only after Guardian inquiries. Despite this, Nscale raised $2 billion at a $14.6 billion valuation, adding former Meta executives Sheryl Sandberg and Nick Clegg to its board, as reported by The Guardian and TechCrunch.
The investigation also found that much of the government's touted AI capacity relies on rented data centre space rather than owned infrastructure, and questions whether Nvidia-backed investments represent genuine new capacity or repackaged existing commitments. Government officials have claimed these projects will 'mainline AI into the veins of the economy,' but physical evidence suggests delivery lags announcements by months or years.
TSMC Revenue Growth Signals Pre-Conflict AI Buildout Momentum
Taiwan Semiconductor Manufacturing Co. reported 30% sales growth for January-February 2026, reflecting robust AI hardware demand prior to the Middle East conflict escalation, according to Bloomberg. The growth comes even as geopolitical risks intensify around Taiwan itself and as major customers face energy and site location challenges. Apple has shifted roughly 25% of iPhone production to India — a 53% increase year-over-year — demonstrating accelerating diversification from China manufacturing, per Bloomberg.
The Middle East conflict is forcing infrastructure strategy shifts. Oracle and OpenAI cancelled expansion plans for their Texas flagship data centre, as reported by Bloomberg Tech. Oil prices above $100 per barrel are raising operational costs, while Financial Times questions why US tech firms concentrated AI infrastructure in the Gulf region given current instability. Energy constraints are emerging as the binding constraint on expansion.
Anthropic-Pentagon Clash Escalates Infrastructure Access Risks
Anthropic filed federal lawsuits in California district court challenging the Department of Defense's designation of the company as a supply-chain risk, with executives warning the label has caused commercial partners to pause deal negotiations and could result in billions in lost revenue, per Wired and Bloomberg. The lawsuits claim the Trump administration overstepped legal authority and violated Anthropic's First Amendment rights by escalating a contract dispute over acceptable use cases for Claude into a government-wide ban.
The dispute has drawn unusual public solidarity from competitors: nearly 40 employees from OpenAI and Google DeepMind, including Google's chief scientist Jeff Dean, filed an amicus brief supporting Anthropic's position, as reported by Wired and The Verge. A Pentagon official stated there is little chance of resuming negotiations, according to Bloomberg. The conflict centres on Anthropic's refusal to permit its models for certain military surveillance applications against Americans.
Biological Computing Pilots Challenge Silicon Infrastructure Paradigm
Biotech startup Cortical Labs is constructing two small-scale data centres in Singapore and Melbourne using lab-grown human brain cells integrated onto silicon substrates, experimenting with biological neural networks as computing infrastructure, according to Bloomberg. The approach represents a fundamental departure from semiconductor-based compute, potentially offering different power efficiency and processing characteristics. Separately, researchers published work reconstructing video from mouse brain activity, demonstrating progress in understanding biological neural processing, per The Guardian.
While these projects remain experimental and far from commercial scale, they signal growing interest in alternative computing substrates as conventional silicon scaling faces physical and economic limits. The initiatives are small — measured in lab installations rather than megawatts — but represent hedge bets by infrastructure investors exploring post-semiconductor pathways.
Signals & Trends
Energy Constraints Overtaking Silicon Supply as Infrastructure Bottleneck
The cancellation of data centre expansion plans due to Middle East conflict, combined with oil prices above $100 per barrel, signals that energy availability and cost — not chip supply — may become the binding constraint on AI infrastructure growth. HPE reported better-than-expected AI hardware revenue projections, per Bloomberg, but multiple sources note power grid limitations and cooling challenges as the primary obstacles to deploying that hardware. Infrastructure strategies that assumed chip scarcity as the primary constraint may need revision as energy and site location become the limiting factors.
Sovereign Compute Strategies Fragmenting Along Use-Case Lines
The Anthropic-Pentagon dispute demonstrates that government infrastructure access is increasingly conditional on accepting specific use cases, not just meeting technical specifications. This differs from traditional infrastructure procurement where specifications were functional rather than ethical. If use-case restrictions become standard government contract terms, AI infrastructure may fragment into sovereign clouds with different acceptable use policies — requiring companies to maintain separate capacity for different jurisdictions or customer classes. India's telecom spectrum price cuts to stimulate domestic infrastructure investment, per Financial Times, further illustrates governments prioritising indigenous capacity.
Phantom Capacity Inflating Infrastructure Investment Headlines
The UK investigation revealing gaps between announced and operational infrastructure suggests a broader pattern: infrastructure announcements from governments and startups often precede actual construction by years, yet get counted in aggregate capacity assessments. The Nscale $14.6 billion valuation despite an unbuilt flagship site indicates financial markets are pricing in future capacity rather than current operational assets. Infrastructure analysts should treat announced capacity as speculative until construction milestones like power connections, cooling systems, and rack installations are confirmed through independent verification rather than press releases.
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