Odd Lots
Odd Lots

Inside Hudson River Trading's Blistering Token Burn

June 5, 2026

AI Summary

5 min read

Hudson River Trading’s head of AI, Ian Dunning, opened his live Odd Lots appearance with a confession: his last tweet before the show read, “Worry it’s some sort of AI-induced delirium, but then again, various empirical measures are exponential looking. So feels best to assume we’re hurtling towards some sort of end game.” On stage, he admitted he still can’t tell if that’s feverish or clear-eyed. But the numbers keep piling up.

The exponential feeling from inside a trading firm

Dunning has been working on AI since his time at DeepMind, and he describes himself as a “pragmatic engineer archetype” who was a natural skeptic for years. That skepticism has eroded not because of any grand vision, but because of what he sees inside his own firm. The amount of compute Hudson River Trading uses has grown exponentially year over year. The same technology now works across every equity, future, crypto, and option market globally in a unified approach. And Dunning notes that many of HRT’s peers are investing just as heavily. The question that keeps him up at night is what happens when everyone is pouring more compute into the same problem simultaneously. “Surely you can’t just keep getting better at predicting markets,” he says. “There’s got to be some sort of forcing function where your margins go to zero as you keep investing more in computers.” He calls this the “Highlander problem

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What you'll learn

  • 1 (00:00) **Episode Introduction & Context** - Joe and Tracy set up the live show theme: the future of trading and AI.
  • 2 (03:10) **Could HRT Launch a DeepSeek Competitor?** - Ian answers the question he wishes had been asked last time.
  • 3 (04:43) **"AI-Induced Delirium" and the Exponential Feeling** - Ian explains his provocative tweet about hurtling toward an "end game."
  • 4 (06:21) **What AI Can Do Now That It Couldn't 18 Months Ago** - A concrete example of the acceleration.
  • 5 (08:15) **How HRT Evaluates New AI Models** - The process of testing frontier models like Anthropic's Opus.
  • 6 (10:10) **The "Post-Story" Trading World** - On abandoning human intuition for pure pattern recognition.
  • 7 (12:48) **Peeking Inside the "Magic Box"** - On interpretability and what the models "see."

+ Full timestamped outline available in the app

Show Notes

Today’s episode, which was recorded at our recent live show at New York’s City Winery, follows up on a conversation we had with Iain Dunning, head of AI at Hudson River Trading. Last year, we talked about how his firm uses AI. Now, some seven months later, we follow up on how one of the biggest market makers around is deploying this technology. We talk about the price of memory, bottlenecks in compute, how much HRT employees are actually spending on tokens, why the firm might develop its own chips, as well as AI-induced delirium.

Read more:
Jane Street Plans New Data Center as Compute Power Runs Scarce
Nvidia-Backed Robotics Startup Generalist AI Valued at $2 Billion

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