Remyx helps AI teams find promising changes and turn them into review-ready code. It measures and captures the outcomes so the next decision gets better.
See the case study ↗Experimentation has ups and downs. Remyx keeps every result.
From that history, Remyx ranks the changes most likely to lift the metric.
Each validated change sets the next starting point. The experiment history becomes the team’s AI strategy.
Remyx-assisted contributions have merged into Hugging Face PEFT, timm, and SAELens. Explore the code and maintainer reviews.
Research ideas, prompt updates, tool choices and model changes keep arriving. Each serious change still needs code, a fair comparison, and a clear record of why it should ship.
New options show up every week, but only a few can be tried well.
Someone still has to wire in the change, define the bar, run the test and interpret the result.
What was tried, what passed, what failed and why often end up scattered across PRs, notebooks and memory.
Remyx works in your repositories and with your existing tooling. Your team reviews the work and decides what ships.
Checks research and team ideas against your repo, then drafts the integration and tests for review.
Explore Outrider ↗Proposes a test for your pull request. Approve the plan, run the comparison, and inspect the evidence and cost.
Explore Validate ↗Keep each change, result and decision together. That record gives the next recommendation more context.
Remyx-assisted code merged upstream.
Remyx-assisted contributions have merged into these libraries after maintainer review. Bring the same research-to-code workflow to your own projects. Find promising changes, turn them into review-ready code, and measure the results.
Remyx-assisted methods featured in PEFT v0.21.0.
Keep your repository, coding agents, tests and evaluation assets. Remyx sits across that stack to find changes, draft code, measure results and keep the decision record together.
Run the open-source GitHub Action
remyxai outrider init --repo owner/name --auto-interest
Setup guide
Start with a pull request or find a promising change in your repository.