Improve research code with evidence from trials.
Improves an existing research artifact through isolated experiments, persistent hypothesis tracking, and held-out evaluation.
When to use it
Use for repeated improvement of a modifiable artifact with a measurable objective and an evaluator, rather than a single fix or unscored brainstorming.
Give it an existing artifact and an improvement objective; it returns a runnable best candidate on a named branch and an evidence-backed report.
What you provide
Requires Python 3.10+ to run the bundled state manager.
This skill
arXiv
Looks up the library's paper