What NVIDIA’s bet on OpenClaw means for the future of AI and your token budget episode artwork

EPISODE · Mar 25, 2026 · 36 MIN

What NVIDIA’s bet on OpenClaw means for the future of AI and your token budget

from Azeem Azhar's Exponential View · host EPIIPLUS 1 Ltd / Azeem Azhar

Welcome to Exponential View, the show where I explore how exponential technologies such as AI are reshaping our future. I’ve been studying AI and exponential technologies at the frontier for over ten years. Each week, I share some of my analysis or speak with an expert guest to make light of a particular topic. To keep up with the Exponential transition, subscribe to this channel or to my newsletter:  https://www.exponentialview.co/ ---- Last week Jensen Huang shared the numbers from NVIDIA’s order book: AI compute demand has grown a millionfold in two years. Much GTC coverage focused on chips, robots, data centers in space, but I think Jensen revealed something far more important in his keynote: “the inference inflection has arrived,” and this is about to transform how all companies should manage their budgets. The inference era is already the operating assumption of the world’s most valuable company. In this week’s podcast, I cover: (1:20) NVIDIA's $1 trillion order book (1:56) OpenClaw: our era's web browser (7:54) Training vs Inference: how AI is changing (12:50) Pre-fill vs. decode: the technical split (18:06) The Harness: why OpenClaw changes everything (18:59) The engine is useless without a car (22:21) From 100M to 870M tokens per day (24:29) Meet my agent R Mini Arnold's team (26:16) AI focus group simulations at $10–50 a run (29:36) Jensen's self-interest (and why he's still right) (33:07) AI governance: token budgets don't belong with IT (35:07) From training economy to inference economy Read my essay "Magnitudes of Intelligence" on Substack: https://www.exponentialview.co/p/the-hundred-million-token-day Access the solar supercyle model here: https://www.exponentialview.co/p/solar-supercycle ---- Where to find me: Exponential View newsletter: https://www.exponentialview.co/ Website: https://www.azeemazhar.com/ LinkedIn: https://www.linkedin.com/in/azeem/ Twitter/X: https://x.com/azeem Production by EPIIPLUS1. Production and research: Baba Films, Chantal Smith, Marija Gavrilov. Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.

Last week Jensen Huang shared the numbers from NVIDIA’s order book: AI compute demand has grown a millionfold in two years. Much GCT coverage focussed on chips, robots, data centers in space, but I think Jensen revealed something far more important in his keynote: “the inference inflection has arrived,” and this is about to transform how all companies should manage their budgets. The inference era is already the operating assumption of the world’s most valuable company.

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What NVIDIA’s bet on OpenClaw means for the future of AI and your token budget

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This episode was published on March 25, 2026.

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Welcome to Exponential View, the show where I explore how exponential technologies such as AI are reshaping our future. I’ve been studying AI and exponential technologies at the frontier for over ten years. Each week, I share some of my analysis or...

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