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Overview
Polymath AI Labs builds simulated worlds to train AI agents on real-world, long-horizon tasks. Its simulations combine running applications, real tools, and multi-step workflows to teach end-to-end software development and other complex tasks. A flagship product, Horizon-SWE, evaluates an agent’s ability to plan, code, test, and deploy inside a simulated software company. The goal is to create reliable, autonomous AI systems that can operate with minimal human supervision in real-world settings.
About Polymath
Industries
Data & Analytics
Enterprise Software
AI & Machine Learning
Company Size
1-10
Company Stage
Seed
Total Funding
$130K
Headquarters
San Francisco, California
Founded
2025
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Simplify's Take
What believers are saying
- April 2026 seed funding from Base10, Cervin, and Y Combinator extends runway.
- Horizon-SWE’s February 2026 update shows frontier models still fail end-to-end tasks.
- Polymath’s July 2026 site says frontier labs want environments, validating demand.
What critics are saying
- Patronus AI’s June 2026 Digital World Models attack the same simulation wedge.
- Frontier labs can build internal benchmarks, commoditizing Polymath’s evaluation API within months.
- Two founders plus no visible enterprise logos leave revenue concentration and existential fundraising risk.
What makes Polymath unique
- Polymath’s Horizon-SWE packs a software company with 73 tools into simulation.
- It targets autonomous software engineers, not chat copilots, using production-grade workflows.
- YC Winter 2026, Dylan Ma and Naren Yenuganti bring post-training and systems depth.
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Funding
Total Funding
$130k
Below
Industry Average
Funded Over
1 Rounds
Y CombinatorIndustry standards
Benefits
Health Insurance
Dental Insurance
Vision Insurance
401(k)
Unlimited Paid Time Off
Commuter Benefits
Gym Membership
Meal Benefits
Polymath is Hiring for 5 Jobs on Simplify!
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About Polymath
Industries
Data & Analytics
Enterprise Software
AI & Machine Learning
Company Size
1-10
Company Stage
Seed
Total Funding
$130K
Headquarters
San Francisco, California
Founded
2025
Polymath is Hiring for 5 Jobs on Simplify!
Find jobs on Simplify and start your career today