Focus your engineering effort where it matters.
Remyx helps teams turn promising ideas into measurable improvements, using what they learn to guide the next change.
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.
Measure the impact and tradeoffs of a change against criteria your team approves. Keep the evidence with the PR.
For changes already underway, however the code was written.
Explore Validate ↗Start from your roadmap or a new approach worth investigating. Outrider checks repository fit before drafting code.
Open source. Your team decides what advances.
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.
Keep your code review, coding agents, data, and tests. Remyx adds a way to measure proposed changes and preserve the evidence behind each decision.
Run the open-source GitHub Action
remyxai outrider init --repo owner/name --auto-interest
Setup guide