---
title: "Memorable moments from Nvidia GTC 2026"
date: 2026-03-17
slug: memorable-moments-from-nvidia-gtc-2026
summary: "Here’s what I’m paying attention to: 1."
questionTitle: ""
tags: [AI, Energy]
readingTime: "1 min"
legacyUrl: /blog/f/memorable-moments-from-nvidia-gtc-2026
linkedinUrl: ""
siteUrl: ""
audio: ""
---

![](/images/memorable-moments-from-nvidia-gtc-2026.png)

Here’s what I’m paying attention to:

1. **The constraint is power. Not compute. Not models. Power.**
NVIDIA’s Space-1 concept makes the direction clear:
when electrons are scarce and permitting is slow, compute moves to where energy is abundant. We are entering the era where AI infrastructure follows power supply curves.
2. **Saas -> AGaaS** This is really a shift in where energy is monetized. Inference is the meter.
The stack is reorganizing around continuous consumption of compute (and therefore power).
3. **"Open" as a distribution strategy.** Open models are not just about access – they are about demand creation. Pair that with vertical stacks (finance, healthcare, robotics), and you get: more usage → more inference → more energy demand.
4. **"Vertically integrated, horizontally open"** Across AWS, Azure, Google, Oracle, CoreWeave, and more, NVIDIA sits in the position every grid operator understands: the system benefits from throughput.
5. **Unstructured data is the context layer.** Libraries like cuVS are about turning unstructured and dormant data into active inference load – which ultimately means more compute cycles, more power consumption, more demand density.
6. **The inference business model is explicit.**

Free → Ultra is a pricing strategy that tied directly to:
– Tokens per watt (energy efficiency)
– Latency (responsiveness)
The business model is expressed in energy economics.

**Bottom line:** Efficiency is the revenue driver. In a power-constrained world, the winners are the ones who can convert electrons into tokens most efficiently.

Curious how others are thinking about where margin accrues in the '5-layer-cake'.

Watch **NVIDIA GTC Keynote 2026 |** https://www.youtube.com/live/jw_o0xr8MWU?si=a3zgSRUdA5HQz-jL

**--------**  
**Clean Power Whisperer™ Perspectives**
Educational insights on risk, insurance, and capital for **AI • Energy • Climate**