/paper-plan

name: paper-plan
description: "Generate a structured paper outline from review conclusions and experiment results. Use when user says \"写大纲\", \"paper outline\", \"plan the paper\", \"论文规划\", or wants to create a paper plan before writing."
argument-hint: "[topic-or-narrative-doc] [— style-ref: <source>]"
allowed-tools: Bash(*), Read, Write, Edit, Grep, Glob, WebSearch, WebFetch, mcp__codex__codex, mcp__codex__codex-reply

Paper Plan: From Review Conclusions to Paper Outline

Generate a structured, section-by-section paper outline from: **$ARGUMENTS**

Constants

• **REVIEWER_MODEL = `gpt-5.6-sol`** — Model used via Codex MCP for outline review. Must be an OpenAI model.
• **TARGET_VENUE = `ICLR`** — Default venue. User can override (e.g., `/paper-plan "topic" — venue: NeurIPS`). Supported: `ICLR`, `NeurIPS`, `ICML`, `CVPR`, `ACL`, `AAAI`, `ACM`, `IEEE_JOURNAL` (IEEE Transactions / Letters), `IEEE_CONF` (IEEE conferences).
• **MAX_PAGES** — Page limit. For ML conferences: main body to Conclusion end (excluding references, appendix). ICLR=9, NeurIPS=9, ICML=8, AAAI=7 technical-content pages plus references unless the current AAAI CFP says otherwise. **For IEEE venues: references ARE included in page count.** IEEE journal Transactions ≈ 12-14 pages total, Letters ≈ 4-5 pages total; IEEE conference ≈ 5-8 pages total (including references).

Inputs

The skill expects one or more of these in the project directory:

1. **NARRATIVE_REPORT.md** or **STORY.md** — research narrative with claims and evidence 2. **review-stage/AUTO_REVIEW.md** — auto-review loop conclusions *(fall back to `./AUTO_REVIEW.md` if not found)* 3. **Experiment results** — JSON files in `figures/`, screen logs, tables 4. **idea-stage/IDEA_REPORT.md** — from idea-discovery pipeline (if applicable) *(fall back to `./IDEA_REPORT.md` if not found)* 5. **Compact files** (if available): `idea-stage/IDEA_CANDIDATES.md` *(fall back to `./IDEA_CANDIDATES.md` if not found)*, `findings.md`, `EXPERIMENT_LOG.md` — preferred over full files when present, saves context window

If none exist, ask the user to describe the paper's contribution in 3-5 sentences.

Orchestra-Guided Writing Overlay

Keep the existing `insleep` workflow and outputs, but use the shared references below to improve the quality of the story and outline.

• Read `../shared-references/writing-principles.md` when framing the one-sentence contribution, Abstract, Introduction, Related Work, or hero figure.
• Read `../shared-references/venue-checklists.md` before freezing the outline for a specific venue.
• Only load these references when needed; do not paste their full contents into the working draft.

Optional: Style reference (`— style-ref: <source>`, opt-in)

Lets the user steer the **structural** layout of the outline (section ordering, subsection density, theorem-environment density, figure budget, citation style) toward a reference paper. **Default OFF — when the user does not pass `— style-ref`, do nothing differently from before.**

Only when `— style-ref: <source>` appears in `$ARGUMENTS`, run the helper FIRST, before drafting the outline:

# Resolve $STYLE_HELPER via the canonical strict-safe chain (see
# shared-references/integration-contract.md §2). Policy A — gate:
# unresolved helper means --style-ref cannot be satisfied, so abort.
cd "$(git rev-parse --show-toplevel 2>/dev/null || pwd)" || exit 1
if [ -z "${ARIS_REPO:-}" ] && [ -f .aris/installed-skills.txt ]; then
    ARIS_REPO=$(awk -F'\t' '$1=="repo_root"{print $2; exit}' .aris/installed-skills.txt 2>/dev/null) || true
fi
if [ -z "${ARIS_REPO:-}" ] && [ -f "$HOME/.aris/repo" ]; then
    ARIS_REPO=$(cat "$HOME/.aris/repo" 2>/dev/null) || true
fi
STYLE_HELPER=".aris/tools/extract_paper_style.py"
[ -f "$STYLE_HELPER" ] || STYLE_HELPER="tools/extract_paper_style.py"
[ -f "$STYLE_HELPER" ] || { [ -n "${ARIS_REPO:-}" ] && STYLE_HELPER="$ARIS_REPO/tools/extract_paper_style.py"; }
[ -f "$STYLE_HELPER" ] || {
  echo "ERROR: extract_paper_style.py not resolved at .aris/tools/, tools/, \$ARIS_REPO/tools/, or via ~/.aris/repo." >&2
  echo "       Fix: rerun bash tools/install_aris.sh or smart_update.sh (refreshes ~/.aris/repo), export ARIS_REPO, or copy the helper to tools/." >&2
  echo "       --style-ref cannot be satisfied; aborting." >&2
  exit 1
}
STYLE_STATUS=0
CACHE=$(python3 "$STYLE_HELPER" --source "<source>") || STYLE_STATUS=$?
case "$STYLE_STATUS" in
  0) ;;                                       # use $CACHE/style_profile.md as structural guidance
  2) echo "warning: style-ref skipped (missing optional dep)" >&2 ;;
  3) echo "error: --style-ref source failed; aborting outline" >&2 ; exit 1 ;;
  *) echo "error: helper failed unexpectedly; aborting outline" >&2 ; exit 1 ;;
esac

Sources accepted: local TeX dir / file, local PDF, arXiv id (`2501.12345` or `arxiv:2501.12345`), http(s) URL. Overleaf URLs and project IDs are rejected — clone via `/overleaf-sync setup <id>` first and pass the local clone path.

**Strict rules** (full contract in `tools/extract_paper_style.py` docstring):

• Use `style_profile.md` as **structural** guidance only when proposing the outline's section list, subsection counts, theorem density, figure budget.
• **Never copy prose, claims, examples, section names verbatim, or terminology** from anything reachable through the cache. The user's narrative is the only source of substance.
• **Never pass `— style-ref` (or the cache contents) to reviewer / auditor sub-agents.** Cross-model review independence (`../shared-references/reviewer-independence.md`) requires reviewers see only the artifact and the user's prompt.

Gap Report (`GAP_REPORT.md`, auto-emitted when style-ref is on)

When `— style-ref:` succeeded AND any of `figures/`, `results/`, `data/`, `tables/`, `sec/`, `NARRATIVE_REPORT.md`, `CLAIMS_FROM_RESULTS.md` exists in the project, **also** emit a gap report before drafting the outline. The gap report maps the exemplar's section topology +