paper-context-resolver
작성자: lllllllama
README 우선 딥러닝 저장소 재현을 위한 엄격한 논문 컨텍스트 도우미입니다. README와 저장소 파일이 재현에 중요한 좁은 간격을 남기고, 데이터셋 분할, 전처리, 평가 프로토콜, 체크포인트 매핑, 또는 런타임 가정과 같은 특정 논문 세부 사항을 기본 논문 출처에서 해결하면서 충돌을 기록하는 작업일 때만 사용하세요. 일반적인 논문 요약, 저장소 스캔, 환경 설정, 명령 실행, 제목만으로 논문 검색 등에는 사용하지 마십시오.
npx skills add https://github.com/lllllllama/rigorpilot-skills --skill paper-context-resolverpaper-context-resolver
Use this as the Rigor Paper Context helper. The installed slug remains
paper-context-resolver for compatibility.
When to apply
- README and repo files leave a reproduction-critical gap.
- The gap concerns dataset version, split, preprocessing, evaluation protocol, checkpoint mapping, or runtime assumptions.
- The main skill needs a narrow evidence supplement instead of a full paper summary.
- There is already a concrete reproduction question to answer.
When not to apply
- The README already gives enough reproduction detail.
- The user wants a general paper explanation rather than reproduction support.
- The goal is to override README instructions without documenting the conflict.
- The only available input is a paper title and there is no concrete reproduction gap yet.
Clear boundaries
- This skill is optional.
- This skill is helper-tier and should usually be orchestrator-invoked.
- It supplements README-first reproduction.
- It does not replace the main orchestration flow.
- It does not summarize the whole paper by default.
Input expectations
- target repo metadata
- reproduction-critical question
- existing README or repo evidence
- any already known paper links
Output expectations
- narrowed source list
- reproduction-relevant answer only
- explicit README-paper conflict note when applicable
- clear distinction between direct evidence and inference
Notes
Use references/paper-assisted-reproduction.md.