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Long-horizon RL

Polymath is an applied research lab focused on increasing the reliability and autonomy of AI agents, in order to better serve people. We believe that the key to getting agents to perform reliably across long horizons is the quality, complexity, and abundance of RL environments. We're building environment factories to produce high-fidelity training and evaluation environments at scale, providing frontier labs with the building blocks they need to make the next breakthrough.
Active Founders
Dylan Ma
Dylan Ma
Founder
Co-Founder / CEO @ Polymath. Previously @ Hume AI, AWS, UC Berkeley
Naren Yenuganti
Naren Yenuganti
Founder
Co-Founder / CTO @ Polymath. Previously @ Plaid, Amazon, UC Berkeley
Polymath
Founded:2026
Batch:Winter 2026
Team Size:2
Status:
Active
Location:San Francisco
Primary Partner:Ankit Gupta