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AI Q&A: Lessons from the Field – Real-World AI Infrastructure & Operations Challenges

Presented by

Madeleine Kudritzki, Vice President, Professional Services Program Management; Chris Brown, Chief Technical Officer; Muhammad Naveed Saeed, Vice President – Global Service Management

About this talk

AI workloads are driving a fundamental shift in data center design and operations. Higher power densities, new cooling paradigms (direct liquid cooling and immersion), more aggressive serviceability requirements, and a rapidly evolving vendor and skills landscape are forcing enterprises and colocation operators to adapt. This webinar dissects real operational challenges that Uptime Institute technical consultants have observed in live AI deployments — including equipment film/contamination issues, workforce skill gaps, vendor availability and lead times, serviceability tradeoffs, and fluid/water quality and filtration requirements — and provides practical mitigations, operational playbooks, and policy recommendations.
Uptime Institute

Uptime Institute

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The Global Digital Infrastructure Authority
Uptime Institute is the Global Digital Infrastructure Authority, helping thousands of companies to optimize critical IT assets while managing costs, resources, and efficiency. Uptime’s Tier Standard is the IT industry’s most trusted and adopted global standard for the design, construction, and operation of data centers – the backbone of the digital economy. With its Tier Standard and Certifications, Management & Operations reviews, SCIRA-FSI financial sector risk assessment, broad range of additional risk and performance assessments, Intelligence research services, and accredited training courses completed by over 90,000 data center professionals, Uptime is a trusted IT infrastructure partner for the world's leading enterprise companies. Uptime Institute is headquartered in New York, NY, with offices in London, Sao Paulo, Dubai, Riyadh, Singapore, and Taipei. For more information, please visit www.uptimeinstitute.com.
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