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Step 4 of the PaperOrchestra pipeline (arXiv:2604.05018). ONE single multimodal LLM call that drafts the remaining paper sections (Abstract, Methodology, Experiments, Conclusion), extracts numeric values from experimental_log.md into LaTeX booktabs tables, splices the generated figures from Step 2, and merges everything into the template that already contains Intro + Related Work from Step 3. TRIGGER when the orchestrator delegates Step 4 or when the user asks to "write the methodology and exper
Passed 13 of 19 test cases with the skill, and 6 of 19 without it.
and 8 more in the full report
8 fixed8 passed either way8 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 8 test cases the skill fixed. Same model, same prompt, with and without the skill.
When assembling the prompt for drafting document sections, what security and anonymization prompt must be prepended before attaching `references/prompt.md`?
| Checked | Without skill | With skill |
|---|---|---|
| The prompt assembly prepends the anti-leakage prompt before the primary writing prompt. | Missed | Passed |
The instructions your model reads when the skill loads.
Faithful implementation of the Section Writing Agent from PaperOrchestra (Song et al., 2026, arXiv:2604.05018, §4 Step 4, App. F.1 pp. 47–49).
Cost: ONE LLM call (App. B: "Section Writing Agent (1 call): A single, comprehensive multimodal call to draft and compile the complete LaTeX manuscript"). Do NOT split this into per-section calls — the paper explicitly designs it as one comprehensive call so the model can maintain global coherence across sections.
workspace/outline.json — the master planworkspace/inputs/idea.md — technical detailsworkspace/inputs/experimental_log.md — raw data for tables and qualitative analysisworkspace/drafts/intro_relwork.tex — the template with Intro + Related
Work already filled in by Step 3. This is your starting point. The
preamble, package list, style, and the two pre-filled sections must be
preserved verbatim.workspace/citation_pool.json — the citation map ({key, title, abstract}
for each verified paper)workspace/refs.bib — the BibTeX fileworkspace/inputs/conference_guidelines.md — formatting rulesworkspace/figures/ — the actual PNG files from Step 2 (used as
multimodal vision input!)workspace/figures/captions.json — caption text per figure_idworkspace/tex_profile.json — TeX package availability flags (written by
check_tex_packages.py at Step 0). Read this before generating any
LaTeX. It tells you which packages are installed so you select the right
cross-reference pattern, font packages, etc. before you write — not after
you try to compile.workspace/drafts/paper.tex — the complete LaTeX paper, with all sections
filled. The Step 5 Refinement Agent will iterate on this file.test cases passed, vs 6 / 19 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.