Jobs with Startups
JobsStartupsInvestorsMCP
Startups

Polymath

Polymath logo

Polymath

Long-horizon RL

polymathlabs.ai
HQ: San Francisco, CA, USA
1-10
B2B

Company research

Public company, workplace, funding, and market signals

Updated Jul 30, 2026

Overview

Polymath is a San Francisco-based applied research/data lab building simulation environments and benchmarks for training and evaluating long-horizon autonomous AI agents, with an emphasis on reliability, autonomy, and frontier-model collaboration.

Primary product

Simulation environments and benchmarks for long-horizon AI agents, including Horizon-SWE

Founded

2026

Headquarters

San Francisco, California, United States

Team size

1-10

Industry

Software Development

Sub-industry

AI agent infrastructure / reinforcement learning environments

Offices

2261 Market Street, Suite 72022, San Francisco, CA 94114

Business model

B2B
enterprise software
data/benchmark licensing
research partnerships

Funding

Stage

Seed

Total raised

$8.1M

Latest round

Seed

Latest amount

$8M

Pre-Seed

Jan 2026 · Y Combinator

$125K

Seed

Base10 and Cervin Ventures

$8M

People & investors

Leadership

Dylan Ma

Co-Founder / CEO

Naren Yenuganti

Co-Founder / CTO

Investors

Base10
Berkeley Frontier Fund
Cervin Ventures
Founders Future
SurgePoint Capital
Y Combinator

Work & culture

Small, research-heavy team focused on safe, highly capable AI; hiring engineers, researchers, and operators to build long-horizon agent infrastructure with frontier model labs.

Compensation

Public job postings list Member of Technical Staff roles at $150k–$300k plus equity and a Strategic Projects Lead at $150k–$250k plus equity; the AI Research Resident role is remote contract and does not list pay.

Benefits

Health insurance
Dental insurance
Vision insurance
Free meals
Bay Club membership
Commuter benefits
401(k)
Unlimited PTO
Top-tier equipment

Product & market

Differentiators

  • —Simulation environments that mimic real, evolving work systems
  • —Focus on long-horizon, multi-step agent reliability rather than single-task coding
  • —Horizon-SWE benchmark for end-to-end software engineering workflows
  • —Real tools, running applications, and live-traffic production-grade scenarios
  • —Positioned as environment infrastructure for frontier labs

Technology

Reinforcement learning
Simulation environments
Containerized environments
OpenHands agent harness
Production-grade software environments
Real tools and services
Multi-step agent evaluation
Verifiers

Customers

Frontier AI/model labs
Leading model labs
AI labs that need simulation environments for long-horizon agents

Competitors

OpenMind
Ineffable Intelligence
AgileRL

Scale & contact

Estimated monthly visits

13.6K

Traffic estimate as of Jul 2026

info@polymathlabs.ai

Latest news

Polymath: Applied Intuition for AI agents

Y Combinator Launch · Mar 2026

YC launch describing Polymath’s simulated worlds for long-horizon agents, including running apps, real tools, and evolving tasks that mirror real work.

Meet The New Y-Combinator Startups Poised To Change Tech

Forbes · Mar 2026

Forbes highlighted Polymath among the YC batch, framing it as infrastructure for AI agents through simulated environments where agents rehearse real-world workflows before production.

Introducing Horizon-SWE: Evaluating the Performance of AI Agents on End-to-End Software Engineering Workflows

Polymath blog · Feb 2026

Introduced Horizon-SWE, a benchmark for long-horizon, multi-tool software engineering tasks in production-grade environments, measuring autonomous-agent performance across planning, coding, testing, deployment, and monitoring.

Announcing Our $8M Seed Round

Polymath blog

Polymath said it raised an $8M seed round to build the environment layer for training and evaluating autonomous agents, with support from Base10, Cervin Ventures, SurgePoint Capital, Founders Future, Berkeley Frontier Fund, Y Combinator, and other angels.

BlogCareersDylan Ma LinkedInHorizon-SWE blog postLinkedIn company aboutSeed round announcementWebsiteX accountYC company pageYC launch page
SourcesOfficial websiteCareersBlogYC company pageYC launch pageLinkedIn company aboutX accountSeed round announcementHorizon-SWE postDylan Ma LinkedIn

Jobs and careers at Polymath

0 jobs at Polymath

No open positions

Check back later for new openings

Explore startup hiring

Startup Hiring PulseBrowse all startup jobsJobs at Y Combinator startupsJobs at recently funded startupsJobs at early-stage startupsJobs at venture-backed startupsB2B startup jobs

Jobs with Startups © 2026

Browse jobsMCP guideAboutPowered by Supabase