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Get Started Free →Treat manuscripts as software: version control, reproducible builds, figure pipelines, CI, and structured repo layout. Helps teams avoid 'final_v7' chaos and ensures submission-ready artifacts.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | 19% | 0% |
| case-02 | ✗→✓ | ▲ Improved | 8% | 0% |
| case-03 | ✗→✓ | ▲ Improved | 4% | 0% |
| case-07 | ✗→✓ | ▲ Improved | -2% | 0% |
| case-08 | ✗→✓ | ▲ Improved | -11% | 0% |
把“写论文”升级成“交付可复现的出版工程”：
适用：
见 templates/repo-structure.md。核心思想：
manuscript/：只放正文与引用（source-of-truth）figures/：每张图一个目录（source + out）build/：所有生成物（可删除，可再生）submission/ 与 revision/：投稿与返修阶段产物figures/fig-02/src/plot.pyfigures/fig-02/out/fig-02.pdf最少要求：
推荐维护：
submission/submission-manifest.yml（统一记录规格与完成度）manubot/rootstock（论文的 CI/协作写作范式）greenelab/deep-review（评审/返修视角）Other measured skills in the registry, with their headline benchmark lift.