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Rohan’s Substack

Rohan Virani

My personal Substack

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Substack
PricingOnly free issuesPublishesInfrequently
Issues6Founded3 years agoLast Issue7 months ago
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Latest Issues

Self-play and autocurricula in the age of agents

In 2016, DeepMind famously used self-play with reinforcement learning (RL) to build AlphaGo. They trained their model by making it play against slightly older versions of itself. This steadily increased the difficulty of game states encount...

7 months ago
3

Random Predictions

End 2025 - Early 2026

  • Chinese students are asked to leave America

2026-2027

  • Computer Use Agents, Math Agents and Coding Agents get very good. Combination of combining RL objective with easy simulator environments with well-def...
a year ago

Thoughts on base models

The concept of agents is not new in machine learning. Richard Sutton and Andrew Barto defined the “agent-environment” interface in their seminal 1998 book Reinforcement Learning. Shane Legg and Marcus Hutter mathematically formalized a supe...

2 years ago
2

Free Energy and Society

I first discovered the free energy principle three years ago while trying to learn about different theories of mind. I was listening to yet another episode of the excellent. Machine Learning Street Talk podcast and crossed paths with the in...

3 years ago

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3 years ago

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  • Rohan Virani

    investing @ amplify partners

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