# How Martian uses Daytona

**95%**: “95% faster execution of SWE-Bench Verified”

As published on [daytona.io](https://www.daytona.io/customers/martian). Captured by usedby on 2026-10-27.

- Company: [Martian](https://www.usedby.ai/companies/martian.md)
- Tool: [Daytona](https://www.usedby.ai/tools/daytona.md)
- Teams: Research & Development

## The use case: how Martian deploys Daytona

Martian uses Daytona's sandbox infrastructure within its open-source ARES framework to run reinforcement learning for LLM coding agents. Daytona provisions many isolated, parallel sandboxes on demand so agents can work through coding tasks and benchmarks simultaneously and receive real-time evaluations.

Summary written by usedby from the source page, in English. The figures are those of Daytona and Martian, not ours.

> This isolated parallelization enables agents to complete demanding benchmarks like Terminal-Bench 2.0 in 20 minutes, compressing feedback loops and supporting faster, iterative research cycles.

- **20K+**: “20K+ sandboxes provisioned in one week with Daytona”
- **3 months**: “3 months of engineering time saved”

> Daytona has hugely simplified and sped up our agentic training and evaluation stack with their sandbox infrastructure. It sits quietly in the background, ensuring every environment and every agent runs exactly as ARES requires.
>
> Josh Greaves, ML Tech Lead at Martian

Source: [daytona.io](https://www.daytona.io/customers/martian), captured 2026-10-27.

## Other companies using Daytona

- [AfterQuery](https://www.usedby.ai/companies/afterquery.md) — Confirmed
- [Asteroid](https://www.usedby.ai/companies/asteroid.md) — Confirmed
- [BenchFlow](https://www.usedby.ai/companies/benchflow.md) — Confirmed
- [Capy](https://www.usedby.ai/companies/capy.md) — Confirmed
- [Handshake](https://www.usedby.ai/companies/handshake.md) — Confirmed
- [Laude Institute](https://www.usedby.ai/companies/laude-institute.md) — Confirmed

## What usedby checked

We compared the story with its live page on 2026-10-27.

- Checked: the figure 95% is printed word for word on the page, near the name of Martian.
- Checked: the passage quoted above is copied word for word from the page, near the name of Martian.
- Checked: Martian uses Daytona. Confirmed line. Latest check across sources: 2026-10-27.
- Not checked: the result itself. We quote it; we did not measure it.

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Source: https://www.usedby.ai/case-studies/martian-daytona · How we check: https://www.usedby.ai/methodology