250: Powering AI 2.0: Why the AI Boom Is Becoming an Energy Story

EPISODE · Feb 20, 2026 · 24 MIN

250: Powering AI 2.0: Why the AI Boom Is Becoming an Energy Story

from The Bid

Powering AI is no longer just a technology story — it’s an energy and infrastructure story reshaping capital markets and the global economy. As artificial intelligence scales from training to real-world inference, electricity demand is accelerating at a pace few anticipated.In this episode of The Bid, host Oscar Pulido is joined by Will Su from BlackRock’s Fundamental Equities Group to examine how powering AI is transforming utilities, natural gas markets, renewables, and nuclear power. With data centers expanding rapidly and gigawatt-scale facilities coming online, the AI build-out is driving a structural shift in U.S. electricity demand after more than a decade of stagnation.Will explains why the energy sector sits at the center of AI investing. From the rise of “bring your own power” models to the growing role of natural gas as a dispatchable, scalable fuel source, the infrastructure required to support AI represents one of the largest capital investment cycles in modern history. The conversation also explores renewables, battery storage, and nuclear power — including the limits of restarts and the long timeline for new reactor construction.Key moments:00:00 Introduction Power Is Knowledge: AI’s Exponential Energy Appetite02:31 From Tokens to ‘Yottaflops’: Why Smarter Models Need More Electricity05:04 Training LLMs vs. Inference: The Next Wave of AI Power Demand06:45 Data Centers at City Scale: How Big Is the Load?11:15 Bring Your Own Power (BYOP): Why Natural Gas Is Back in Focus16:04 Renewables Reality Check: Solar Momentum, Wind Headwinds, and Batteries19:14 Nuclear’s Comeback - Restarts Now, New Builds Later21:26 Can AI Beat Humans at Investing? Man + Machine as the Edge23:33 Wrap-Up, What’s NextCheck out Will's first episode on AI and energy on Spotify: https://open.spotify.com/episode/6wgKwkSLqmXFdG0qvW6Kov?si=I0R6YfbcSASC2BvcnhUBTwOr watch on YouTube: https://youtu.be/_AOkSc7usYQPowering AI 2.0, AI investing, infrastructure, capital markets, energy transition, utilities, stock market trends, megaforcesSources: “From CES 2026 to Yottaflops: Why the AMD Keynote Highlights a Turning Point for AI Compute”, AMD 2026; “The Industrial Revolution, coal mining, and the Felling Colliery Disaster”, Lancaster University, 2026; Bureau of Economic Analysis data 2026; “Stargate's First Data Center Site is Size of Central Park, With At Least 57 Jobs”, Bloomberg 2026; “Energy Demand from AI”, IEA 2026; “Scaling bigger, faster, cheaper data centers with smarter designs”, McKinsey 2025; EEI 2024 Review; “Data Centers Ditching the Power Grid, Mark Carney's Viral Speech, and Some Joy”, Clearview Energy; “2024 North American Energy Inventory”, IER;This content is for informational purposes only and is not an offer or a solicitation. Reliance upon information in this material is at the sole discretion of the listener. Reference to any company or investment strategy mentioned is for illustrative purposes only and not investment advice. In the UK and non-European Economic Area countries, this is authorized and regulated by the Financial Conduct Authority. In the European Economic Area, this is authorized and regulated by the Netherlands Authority for the Financial Markets. For full disclosures, visit blackrock.com/corporate/compliance/bid-disclosures.See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

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250: Powering AI 2.0: Why the AI Boom Is Becoming an Energy Story

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