Focus development on the most promising changes.
Remyx finds promising changes for your goals, builds review-ready code, and measures outcomes. Wins and failures inform your next decision.
Start with your goals, constraints and previous results.
Prioritize changes against your goals and constraints.
Measure the outcome. Use the evidence to guide the next choice.
Remyx-assisted contributions have merged into Hugging Face PEFT, timm, and SAELens. Explore the code and maintainer reviews.
Choose changes worth the time, compute and review.
Prepare the test, resolve dependencies and gather the evidence.
Keep the goal, test, result and reason for each decision.
Review and confirm the test. Validate handles setup, runs it and returns evidence to your PR.
Works with existing PRs, however the code was written.
Explore Validate ↗Start from your team’s brief or discover a change that fits your goals. Outrider drafts code for review.
Can skip or hold for discussion.
Explore Outrider ↗After test review, Validate measured reconstruction quality and negative activations in SAELens.
| Measure | Baseline | Change |
|---|---|---|
| Explained variance | 0.9666 | 0.9677 |
| Negative activations | 0% | 49.2% |
Allowed explained-variance loss: 0.02. Required negative activations: at least 1%. Both criteria passed in this run.
15 min from test confirmation to results in this run. ↗ One CPU run, one seed.
Remyx works with your existing development workflow so goals, tests, and results stay connected for the team.
Teams review and decide in GitHub. Studio adds visibility into runs and outcomes. Outrider runs in GitHub Actions; Validate runs on Remyx compute.
Run the open-source GitHub Action
remyxai outrider init --repo owner/name --auto-interest
Setup guide