Home / ar9av / paperorchestra · skills/section-writing-agent/SKILL.md · GitHub

section-writing-agent skillA

section-writing-agent is agent-read markdown (skill) from ar9av/paperorchestra: 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.

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

What the file says

# Section Writing Agent (Step 4)

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.

## Inputs

- `workspace/outline.json` — the master plan
- `workspace/inputs/idea.md` — technical details
- `workspace/inputs/experimental_log.md` — raw data for tables and qualitative analysis
- `workspace/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 file
- `workspace/inputs/conference_guidelines.md` — formatting rules
…

Read the whole file at its exact version.

How to install

Latest version
mdr add ar9av/paperorchestra/section-writing-agent@git:20260921.79e9bd8
Exact content
mdr add ar9av/paperorchestra/section-writing-agent@sha256:ebcb16231bd84f48

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

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Versions

versioncommittedcommitsizeaudit
git:20260921.79e9bd8 latest2026-09-21 79e9bd8 13,229 BA view · diff
git:20260921.4e6be7c2026-09-21 4e6be7c 11,160 BA view · diff
git:20260921.e2940d62026-09-21 e2940d6 12,904 BA view · diff
git:20260410.61ea62f2026-04-10 61ea62f 10,835 BA view · diff
git:20260409.c2de31b2026-04-09 c2de31b 9,158 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (13229 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

ar9av/paperorchestra · 664 stars · license NOASSERTION · pushed 2026-09-21 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ro5codmbds4fwear
GET https://markdownregistry.com/api/v1/resolve?ref=ar9av/paperorchestra/section-writing-agent
GET https://markdownregistry.com/api/v1/blob/ebcb16231bd84f48f2390d5805fb9f145b43455c710c6a6e677222262db81345

Your agent does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

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