J Contributor program Remote · English

Build open models
with us.

Join Empero as a contributor. Work alongside the people who train our models, on the problems you care about, in the open: research, data, systems, community and the business around them.

Apply →

How contributing works. Contributing is voluntary and unpaid. There are no fixed hours and no obligation to continue: you choose what you work on, how much time you spend and when you stop. It is not an employment relationship.

Anything beyond that, such as a paid role or equity, would only ever be agreed separately and in writing.

01Where you can help

ML research & training

Architecture, pretraining, optimizers and scaling experiments.

Data, evals & post-training

Datasets, reasoning traces, benchmarks, SFT and RL.

Systems & tooling

GPU kernels, training infrastructure, inference and GGUF, Abacus (Rust).

Community, docs & design

Model cards, documentation, the website, design and developer relations.

Business development

Partnerships with compute providers, hardware vendors and platforms.

Something else?

Have an idea that doesn't fit? Pick the closest area and tell us about it in your application.

02What you get

Free API & compute access

Free access to our model APIs and, where available, compute for your experiments.

Mentorship

Work directly with the people who train our models, with honest feedback on your work.

Public credit

Your name in model cards, release notes and the repositories you contribute to.

Paper & release authorship

Co-authorship on papers and technical reports for substantial contributions.

Early access

Checkpoints, internal tools and releases before they go public.

Research channel

A seat in our internal research chat and reading groups.

References & certificates

A written reference or contribution certificate on request.

First call on paid roles

When paid positions open, contributors are the first people we talk to.

A path to equity

Long-term contributors may be offered a stake in the company as it grows. This is a possibility, not a promise; any offer would be made separately, in writing.

03How it works
  1. ApplyAbout ten minutes: what you'd like to work on and what you've done so far.
  2. ReviewAI-assisted review of your written answers, with your contact details removed. A person makes every rejection.
  3. Short taskA 30 to 60 minute task for your area and five questions on how you work. Online, at your own pace, within 14 days.
  4. CallA 30-minute conversation with our team.
04Apply
05Questions

Is this paid?

No. Contributing is voluntary and unpaid, with no fixed hours or obligations. When paid roles open, contributors are the first people we talk to.

Where do I need to be?

Anywhere. We work remotely and in English.

How is my application reviewed, and who sees my data?

We use AI assistance to review written answers, after removing your email address, phone numbers and postal addresses. It scores applications and tasks against a fixed rubric and summarizes them for us. It can move a strong application on to the skill task, but it never rejects anyone: a person reviews every application it does not advance and makes every rejection and invitation. Your application is deleted 6 months after the last activity, or after 24 months if you join the talent pool. You can ask us to delete it at any time at [email protected]. Details are in our privacy policy.