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Environment Research Lab

SF Bay Area

Reliable agents

need

[

real

]

environments.

Reliable agents

need

[

real

]

environments.

Bespoke Labs builds company-scale RL environments and infrastructure to let frontier labs and enterprises train long-horizon agents for production.

Trusted by Research Teams

Trusted by Research Teams

200+

200+

teams using GEPA
in production

10k+

10k+

monthly downloads of OpenThoughts on Hugging Face

Cited"

Cited"

in Claude 4.5 release notes (Terminal-Bench)

What We Do

As AI agents move from demos to production, the bottleneck for reliability is no longer the model, it's the environment.

As AI agents move from demos to production, the bottleneck for reliability is no longer the model, it's the environment.

As AI agents move from demos to production, the bottleneck for reliability is no longer the model, it's the environment.

We are an applied AI research lab building the environment infrastructure for the agent revolution.

01

RL environments
& infrastructure

Company-scale simulations with real codebases and microservices, allowing agents to master the complex, long-horizon workflows required for production.

02

Agent evaluation
& optimization

Automated prompt and policy searches via the GEPA optimizer achieve superior accuracy significantly faster than traditional, manual prompt engineering.

03

Production‑grade RL
& benchmarking

Collaborative research in RL, curation, and benchmarking ensures that training environments keep pace with the rapidly advancing frontier of model capabilities.

Who We Serve

Two audiences.
One foundation: real environments.

Two audiences.
One foundation: real environments.

[

For Frontier & Neo Labs

]

Train in environments
that match production.

Use our environments as training grounds to teach new tasks and improve reliability. 

[

For Enterprises

]

Build AI that doesn’t break in production.

Enterprises rely on us to make AI agents dependable. With Bespoke, you can:

Evaluate agents in environments that mirror your systems and processes.

Optimize prompts and policies automatically with GEPA and RL.

Our Research Track Record

We ship products.
And we advance the field.

This combination of open research, benchmarks, and deployed optimization infrastructure makes Bespoke the environment partner of choice for the agentic era.

01

OpenThoughts

One of the best open reasoning datasets.

ICLR 2026

Dataset

10k+ Monthly Downloads

01

OpenThoughts

One of the best open reasoning datasets.

ICLR 2026

Dataset

10k+ Monthly Downloads

02

Terminal-Bench

First environment-based benchmark for agentic systems.

ICLR 2026

Benchmark

Cited by Anthropic

Cited by Open AI

Cited by Google DeepMind

02

Terminal-Bench

First environment-based benchmark for agentic systems.

ICLR 2026

Benchmark

Cited by Anthropic

Cited by Open AI

Cited by Google DeepMind

03

GEPA

Evolutionary algorithms for prompt optimization.

ICLR 2026

Algorithm

200+ Teams

03

GEPA

Evolutionary algorithms for prompt optimization.

ICLR 2026

Algorithm

200+ Teams

Get in Touch

Join us in building the foundation for the agentic world.

Join us in building the foundation for the agentic world.

Join us in building the foundation for the agentic world.

For Talent

Join the Team

Full-time researchers and engineers who want to do the most important work in AI, not just the most visible.

For Talent

Join the Team

Full-time researchers and engineers who want to do the most important work in AI, not just the most visible.

For Experts

Build with us

Domain experts interested in building RL environments and data pipelines.

For Experts

Build with us

Domain experts interested in building RL environments and data pipelines.

For Labs & Enterprises

Work with us

Frontier labs or enterprises looking to improve agent reliability.

For Labs & Enterprises

Work with us

Frontier labs or enterprises looking to improve agent reliability.

[ Environment research ] & infrastructure for the agent era.

©2026 BespokeLabs.AI, Inc.

[ Environment research ] & infrastructure for the agent era.

©2026 BespokeLabs.AI, Inc.

[ Environment research ] & infrastructure for the agent era.

©2026 BespokeLabs.AI, Inc.