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Catherine McGuire

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Catherine McGuire is a Professor of Computer Science and AI Systems at the Gordon School of Business, part of the Swiss Institute of Artificial Intelligence (SIAI). She specializes in machine learning infrastructure and applied data engineering, with a focus on bridging research and large-scale deployment of AI tools in financial and policy contexts. Based in the United States (with summer/winter in Berlin and Zurich), she co-leads SIAI’s technical operations, overseeing the institute’s IT architecture and supporting its research-to-production pipeline for AI-driven finance.

Catherine McGuire

Physical AI moves intelligence from screens into systems that act in the real world In education, AI shifts from a tool to shared infrastructure with new governance risks The policy challenge is managing embodied intelligence at institutional scale

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Catherine McGuire

Multinational R&D specialization routes research, engineering, and production to best-fit locations Heckscher–Ohlin logic links talent hubs with supplier clusters and scalable manufacturing Schools should buy for resilience and upgrades, favoring evidence-backed, diversified supply chains

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Catherine McGuire

AI in education needs compute; cooling drives water, power, and trust costs Require verified standards for data center water cooling, power, and heat reuse Site compute in low-water regions and reuse heat to scale AI responsibly Operatin

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Catherine McGuire

AI is turning “search” into a default tutor in schools Antitrust helps, but it moves too slowly for education Open standards and portability keep schools from lock-in Competition policy in the age of AI is now education policy: It must influence how learning tools are acquired, integrated, and changed—not simply penalize dominant companies. As of December 2025, Google held approximately 90.8% of the global search market, demonstrating its central role in how people find answers. However, the nature of search is changing.

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Catherine McGuire

Orbital data centers could ease power and cooling limits on Earth The costs and climate trade-offs are still unclear Education should set rules now before orbit becomes a new dependency Global data centers consumed roughly 415 TW

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Catherine McGuire

Security industrial policy now shapes what schools can access and teach Education must build resilience without shutting down openness Strategy will fail without skills pipelines and smart campus rules By October 15, 20

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Catherine McGuire

Morale—not gear or term—decides deterrence Fair, transparent rules and real training build buy-in Enforce fast, honor civil service, beat disinfo Here's a number that should worry any defense minister: 16%.

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Catherine McGuire

AI video streaming is mainstream; tools are easier, directing still matters Without rights, provenance, and QC, slop scales and trust falls Train hybrids and set standards to gain speed without losing story Back in D

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Catherine McGuire

LLMs slash coordination costs in teams Design- and model-minded co-create, instantly Protect diversity with drafts, provenance, human review Every second, a new developer is signing up for GitHub.

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Catherine McGuire

AI data centers drive Himalayan hydropower Buildout deepens China–India water tensions Demand 24/7 clean, redundant AI power China is betting big on hydropower to fuel a new era of AI and digital growth.

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Catherine McGuire

Humanoid robot limitations endure: touch, control, and power fail in the wild Hype beats reality; only narrow, structured tasks work Fund core research—tactile, compliant actuation, power—and use proven task robots We don't

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Catherine McGuire

AI today is pattern-matching, not reasoning—resist AGI hype Redesign assessments for explanation, sources, and uncertainty Procure on outcomes and risk logs; keep humans in charge The core challenge facing schools this year

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Catherine McGuire

Use space data centers to ease Earth’s compute and water strain—start with education Run low-latency classroom inference in LEO; keep training and sensitive data on Earth Pilot with strict SLAs, life-cycle audits, and debris plans before scaling

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Catherine McGuire

Factory tours scaled US–Japan know-how Aerospace: from licenses to composite wings Open collaboration with firm research security In the late 1950s and early 1960s, 400 to 500 Japanese firms sent managers on organ

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Catherine McGuire

AI tools exclude people through missing data and bugs Count “no-decision” cases and use less-exclusionary methods with human review Set exclusion budgets, fix data flows, and publish exclusion rates A quiet fact sets

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Catherine McGuire

Agent AI is uneven—pilot before student use Start with internal, reversible staff workflows, add human-in-the-loop and logs Follow EU AI Act/NIST; publish metrics; scale only after proof School leaders should pay attention to

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Catherine McGuire

Sovereign AI is public infrastructure for education Countries blend open models and public compute to localize and cut dependence Schools need shared data, transparent tests, and energy-smart procurement In late 2025, South Korea annou

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Catherine McGuire

The US funds fabs but lacks skilled workers Asian firms plug gaps with temporary foreign technicians Real fix: serious US semiconductor workforce training The fight for factory jobs in the United States has become a struggle

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Catherine McGuire

AI hiring discrimination comes from human design choices, not neutral machines “Autonomous” systems let organizations hide responsibility while deepening bias Education institutions must demand audited, accountable AI hiring tools that protect fair opportunity

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Catherine McGuire

Spatial intelligence in education measurably boosts maths and STEM outcomes Use world models, but prioritize curriculum, tasks, and teacher practice Fund weekly spatial lessons and assess visual reasoning to scale

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