Lanma-ctrl Paper Reproduction Skill
Use this skill when reproducing a paper or blog-post experiment.
Workflow
- Capture paper metadata: title, link, claimed contribution, target metric.
- Convert the paper into a small reproduction checklist:
- dataset
- baseline
- implementation assumptions
- evaluation metric
- expected result
- Start with the smallest runnable notebook before scaling up.
- Record deviations from the original paper explicitly.
- Produce a short reproduction report: what matched, what did not, and likely reasons.
For this demo
Use a toy synthetic regression task instead of a real paper so the full loop is quick and local.