> ## Documentation Index
> Fetch the complete documentation index at: https://docs.remyx.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# Case studies

> Real code changes, evaluations, and review outcomes from Remyx workflows.

Real changes and evaluations, with links to the underlying code and evidence.

## Merged contributions

Review examples of Outrider-assisted changes that passed upstream maintainers' standards.

[Read the upstream case study](https://remyx.ai/case-study)

## Validation evidence

SAELens compared TopK and AbsTopK against two offline criteria. Both passed in a single-seed CPU run. The result does not establish production impact.

[Read the SAELens validation](https://github.com/salma-remyx/SAELens/pull/5)


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