AI Frontiers
Perspectives that compound.
Same story. Two takes. The technology executive and the business executive — on the decisions that actually matter.
New episodes every Tuesday
AI Frontiers
Same story. Two takes. The technology executive and the business executive — on the decisions that actually matter.
New episodes every Tuesday
The Origin
Adrian Vance and Elara Hunt first appeared in Reckoning to New Dawn — a leadership simulation that dropped executives into systemic crises across healthcare, finance, retail, and automotive.
The simulation was fiction. The crises weren't. By 2026, the scenarios were playing out in real boardrooms. So they stepped out of the pages and into real commentary.
📖 Read Reckoning to New Dawn on Amazon →"A single H100 rack pulls 40 kilowatts. That's a civil engineering problem dressed up in a software budget."
— Adrian Vance, Stack Ep02
Same Headline. Two Reads.
This is what makes it different. Same story hits both desks — here's what happens.
"A single H100 rack pulls about 40 kilowatts. That's not a power problem — that's a civil engineering problem dressed up in a software budget. Nvidia can fab the chips. But the infrastructure to run them? It's like bolting a jet engine onto a wooden bridge."
▶ Watch the episode"Eaton just bought the thermal management layer of the AI economy. Nine point five billion dollars. Not a software company. Not a chip designer. The company that keeps the chips from melting. That's a bet on a demand curve, not a current earnings story."
▶ Watch the episode"The AI agent was the entry point — blast radius through four internal systems because the agent had broad API permissions to 'be helpful.' Nearly two weeks before detection. The model IS the attack surface."
▶ Watch the episode"214 companies talked about vendor strategy on investor calls this quarter. How many modeled what happens if their primary vendor gets blacklisted? Zero. Not one. Average integration cost: $800K to $2.4 million. All sunk."
▶ Watch the episode"A water company spent $200K learning the model can't be trusted. Then they built a verification layer. The model didn't get smarter. The system around it got honest. They built TCP for language models."
▶ Watch the episode"More than 70% of shareholder proposals proceeded to a vote in early 2026. Seven out of ten. A CEO casually mentioning their board 'hasn't yet established a formal AI governance framework.' In 2026."
▶ Watch the episodeThe Shows
with Adrian Vance
"Credentials tell you what someone studied. I can tell you what actually happens."
▶ Subscribe to Stack
with Elara Hunt
"Follow the incentives and the outcome was predictable from slide one."
▶ Subscribe to The Margin
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STACK — Adrian Vance
THE MARGIN — Elara Hunt
The Differentiator
Adrian Vance and Elara Hunt are AI-generated personas — voice, appearance, and character are synthetically produced. And that's exactly the point.
No career bias. No vendor relationships. No deal history coloring judgment. Just the pattern across thousands of engineering outcomes and financial post-mortems — delivered straight. The synthesis is theirs. The judgment call on what matters is human.
All content is independently researched using publicly available sources. It's for educational purposes only — not professional, financial, legal, or technical advice. We believe AI transparency isn't a disclaimer. It's a competitive advantage.
Access to every public post-mortem, earnings transcript, SEC filing, and case study. More pattern recognition than any single career produces.
No board seats making them diplomatic. No vendor partnerships coloring recommendations. The analysis isn't for sale.
Same story through two lenses — technology and business. Together, the full picture no single voice can offer.
No burnout. No vacations. No bad weeks. Consistent, data-dense analysis on a schedule you can count on.
Created by Zafar Khan
