study-deep

name	study-deep
description	Use when the user wants to deep-study a paper (PDF or URL) for ML or computational biology. Produces analysis/, review.md, and Chinese xhs/wechat notes. Layers on top of claude-paper:study.
disable-model-invocation	false
allowed-tools	Bash, Read, Write, Edit, Agent, Skill

paperstudio: study-deep workflow

Hard rules (non-negotiable, enforced by tests)

These apply to every Agent dispatch in this skill. Stage-local exceptions must be stated inline with a one-line "why".

1. Provenance — every output line 1: <!-- generated: <ts> by <agent> (paperstudio v<ver>) -->
2. Idempotence — OUTPUT_PATH exists + no --force ⇒ skip; exists + --force ⇒ cp $f $f.bak.NN first, then dispatch.
3. Log — after every dispatch (success or fail), call log_dispatch <subagent> <output-path> <ok|failed>. Never on a skip.
4. Paths — paper root is ${PAPERS_ROOT}, resolved once from ${CLAUDE_PAPERS_ROOT:-$HOME/claude-papers/papers}. Never hard-code ~/claude-papers/papers/ in writes.
5. Failure — Agent failure: log failed, do NOT delete partial output, do NOT auto-retry, surface the actionable rerun command, continue independent stages.
6. Chat language — reply in the user's invocation language. Artifact language is governed by the prompt's LANG= input.

Full text + rationale: see paperstudio/skills/_shared/dispatch-rules.md.

---

Invocation

Invoke with a PDF path or arXiv URL. Optional flags:

• --yes: skip Stage 0 confirmation prompt (auto-accept profile).
• --force: re-run all stages, backing up existing outputs.
• --lang en: render Stage 3 outputs (notes/source.md, notes/titles.md, notes/xhs.md, notes/wechat.md) in English. Default is 中文.

Paper root

Outputs land under a configurable paper root, defaulting to ~/claude-papers/papers/. Override by exporting CLAUDE_PAPERS_ROOT=/some/other/dir in the user's shell environment (or .envrc etc.). This skill resolves the root once at start:

PAPERS_ROOT="${CLAUDE_PAPERS_ROOT:-$HOME/claude-papers/papers}"
mkdir -p "$PAPERS_ROOT"

All subsequent path expressions in this document use ${PAPERS_ROOT} to mean that root. The shorthand ~/claude-papers/papers/ shown in user-facing messages is the default-case display string — when CLAUDE_PAPERS_ROOT is set, substitute the override in any path you print or write.

Flag dispatch

This skill is invoked by /paperstudio:study <pdf-or-url> [flags] and /paperstudio:rerun-stage <stage> [flags]. The flags below control which stages run and how outputs are handled. The orchestrator MUST honor all four flags as specified.

--paper <slug>

If set, skip Stage 0.2 (claude-paper:study invocation) and skip Stage 0.3 path resolution. Set PAPER_DIR=${PAPERS_ROOT}/<slug> directly. Verify $PAPER_DIR/meta.json exists; abort if not.

If --paper is not set, the orchestrator either runs Stage 0.2 (for /paperstudio:study) or auto-detects the most recent paper folder via ls -td ${PAPERS_ROOT}/*/ | head -1 (for /paperstudio:rerun-stage).

--only <stage> (used by /paperstudio:rerun-stage)

<stage> is one of profile | analysis | review | notes. When set:

--only value	Skip stages	Run stages
profile	Stage 1, 2, 3	Stage 0 only (paper-profiler dispatch). The orchestrator backs up the existing 00-paper-profile.md first.
analysis	Stage 0.4, 0.5, 2, 3	Stage 1 + Stage 1.5 (six parallel analysis sub-Agents, then analysis-coherence-checker). Stage 0.1–0.3.1 still runs to set up paths. Existing analysis/01–06.md and analysis/_coherence.md are backed up first.
review	Stage 0.4, 0.5, 1, 3	Stage 2 only (reviewer-synthesizer). Existing review.md backed up. Note: this discards any edits made by /paperstudio:review-round. The orchestrator MUST warn the user before proceeding.
notes	Stage 0.4, 0.5, 1, 2	Stage 3 only (notes-writer + title-generator + xhs/wechat renderers). Existing notes/*.md backed up. Note: this also overwrites notes/source.md, so any manual content edits to source.md are lost — refer to refine-notes skill for the source-vs-rendering split workflow.

--only implies --force scoped to that stage's outputs (existing files are backed up to <file>.bak.NN before re-running).

--yes

Skip the Stage 0.5 user-confirmation prompt for the auto-detected profile. Use the profile as-is. Record --yes auto-accepted in the final summary.

--force

For each output file in any stage that runs: if the file exists, back it up to <file>.bak.NN (smallest non-existent integer ≥ 1) before re-running its sub-Agent. Without --force, existing output files are skipped (per the per-dispatch idempotence rule below).

Conflict handling

• --only and --paper are independent and may be combined.
• --only implies --force scoped to the named stage; explicit --force on top is redundant but harmless.
• --yes is independent of --only / --paper / --force.

---

Stage 0: Bootstrap & Profile

Idempotence and re-runs

See Hard rules §2 + Rule 2 in _shared/dispatch-rules.md. Stage-specific note: --yes is study-deep–only and only affects Stage 0.5's user-confirmation prompt — it is independent of --force / --only.

0.1 Verify prerequisites

${CLAUDE_PLUGIN_ROOT}/scripts/verify-prereqs.sh

If exit ≠ 0, abort with the script's error message.

0.2 Resolve user input → PDF URL or path

Before dispatching claude-paper:study, resolve the user's argument into a downloadable PDF URL or a local path. Three input shapes are supported:

1. Local path (starts with /, ~, or ./): pass through unchanged.
2. URL (starts with http:// or https://): run it through the URL normalizer to convert known paper-host pages into direct PDF URLs (bioRxiv / medRxiv / OpenReview / ACL Anthology / HuggingFace papers / arXiv abs). Unknown hosts pass through unchanged.
3. Free-text title / query (anything else): run an arXiv title search and ask the user to pick a result.

RAW="<user-input>"

if [[ "$RAW" =~ ^(/|~|\./) ]]; then
  RESOLVED="$RAW"   # local path
elif [[ "$RAW" =~ ^https?:// ]]; then
  RESOLVED=$("${CLAUDE_PLUGIN_ROOT}/scripts/normalize-paper-url.sh" "$RAW")
  if [[ "$RESOLVED" != "$RAW" ]]; then
    echo "Normalized URL: $RAW → $RESOLVED"
  fi
else
  # Title search via arXiv
  echo "No URL or path detected — searching arXiv for: \"$RAW\""
  results=$("${CLAUDE_PLUGIN_ROOT}/scripts/search-arxiv.sh" "$RAW" 5) || {
    echo "No arXiv results, or arXiv API unreachable. Pass a PDF path / URL instead, or refine the query."
    exit 1
  }
  # Display results (TSV: id, year, authors, title, pdf_url) numbered 1..5.
  echo "Top arXiv results:"
  echo "$results" | awk -F'\t' '{ printf "  [%d] %s (%s) — %s\n      %s\n", NR, $4, $2, $3, $5 }'

  if [[ "$YES_FLAG" == "1" ]]; then
    pick=1
    echo "(--yes set; auto-picking [1].)"
  else
    # Prompt the user for a number 1..5 (or 'cancel'). The orchestrator does
    # this via chat — do NOT block on `read` from stdin; ask in chat and wait
    # for the user's reply. The user may also paste a different URL or path,
    # in which case treat the reply as a new $RAW and re-enter Stage 0.2.
    #
    # Phrase the prompt in the user's invocation language (中/英). For example:
    #   English: "Pick a result [1-5], or 'cancel': "
    #   中文:    "请选择 [1-5],或输入 'cancel' 取消:"
    pick=<user choice>
  fi

  if [[ "$pick" == "cancel" ]]; then
    echo "Cancelled."
    exit 0
  fi
  RESOLVED=$(echo "$results" | awk -F'\t' -v n="$pick" 'NR==n {print $5}')
  if [[ -z "$RESOLVED" ]]; then
    echo "Invalid selection: $pick. Aborting."
    exit 1
  fi
  echo "Selected: $RESOLVED"
fi

Then invoke claude-paper:study with $RESOLVED. Use the Skill tool directly; do not proxy this through a generic Agent or shell command:

Skill(skill: "claude-paper:study", args: "$RESOLVED")

claude-paper:study will download / parse the PDF and produce a paper folder under ~/claude-papers/papers/<slug>/. The slug is auto-derived from the paper title.

After the Skill returns, locate the new paper folder. The most reliable way is to take the most recently modified subdirectory:

PAPER_DIR=$(ls -td ${PAPERS_ROOT}/*/ 2>/dev/null | head -1 | sed 's:/$::')

Verify required outputs exist:

• $PAPER_DIR/meta.json
• $PAPER_DIR/paper.pdf
• $PAPER_DIR/summary.md (claude-paper's curated summary, not the full text — Stage 0.3.1 extracts the full text via pdftotext)
• $PAPER_DIR/images/ (may be empty if pdftotext-style extraction fails; report and continue)

If any of these are missing, abort with: "claude-paper:study did not produce expected outputs at $PAPER_DIR. Check the claude-paper plugin's installation and try /paperstudio:study again."

Read $PAPER_DIR/meta.json and confirm its slug field matches the basename of $PAPER_DIR. If they disagree, prefer the meta.json slug (and adjust PAPER_DIR accordingly).

0.3 Compute paths

Set these environment-style variables (use them in subsequent dispatches):

• PAPER_DIR=${PAPERS_ROOT}/<slug>
• META_JSON=$PAPER_DIR/meta.json
• PAPER_PDF=$PAPER_DIR/paper.pdf
• PAPER_TEXT=$PAPER_DIR/paper.txt (extracted from paper.pdf — see Stage 0.3.1 below)
• IMAGES_DIR=$PAPER_DIR/images
• ANALYSIS_DIR=$PAPER_DIR/analysis (mkdir if absent)
• PLUGIN_ROOT=${CLAUDE_PLUGIN_ROOT}

Source the log-dispatch helper for recording all sub-Agent dispatches:

source $CLAUDE_PLUGIN_ROOT/scripts/lib/log-dispatch.sh
PLUGIN_VERSION=$(grep -m1 '"version"' $CLAUDE_PLUGIN_ROOT/.claude-plugin/plugin.json | sed -E 's/.*"version"[^"]*"([^"]+)".*/\1/')

0.3.1 Extract full paper text

claude-paper:study does not persist the extracted full text to disk; only paper.pdf is reliably available. We need full text for Stage 1 sub-Agents.

If $PAPER_TEXT (i.e. $PAPER_DIR/paper.txt) does not already exist, run:

pdftotext -layout "$PAPER_PDF" "$PAPER_TEXT"

If pdftotext is not installed or the conversion fails:

• Fallback A: use python3 -c "from pypdf import PdfReader; ..." if pypdf is available (claude-paper:study requires pymupdf so pypdf may be installed too).
• Fallback B: pass $PAPER_PDF directly as PAPER_TEXT to sub-Agents — Claude Code's Read tool can read PDFs natively, so sub-Agents can read it. In this fallback, set PAPER_TEXT=$PAPER_PDF.

Record which path was used in the final summary (so users know to install pdftotext if they got the fallback path).

0.4 Resolve paper folder and dispatch paper-profiler

Resolve target paper folder

Source the shared helper and resolve which paper folder this invocation targets:

source $CLAUDE_PLUGIN_ROOT/scripts/lib/resolve-paper.sh
resolve_paper "$@"
# After: $PAPER_DIR, $PAPER_SLUG, $PAPER_AUTODETECTED are set.
# If $PAPER_AUTODETECTED is "true", the helper already printed a warning to stderr.

If resolve_paper returns non-zero, abort with the helper's stderr message.

Read prompts/paper-profiler.md. Dispatch via the Agent tool:

Agent(
  description: "paper-profiler classifies the paper",
  subagent_type: "general-purpose",
  prompt: <contents of paper-profiler.md> + concrete inputs:
    META_JSON=$META_JSON
    PAPER_TEXT=$PAPER_TEXT
    OUTPUT_PATH=$ANALYSIS_DIR/00-paper-profile.md
    TEMPLATE_PATH=$PLUGIN_ROOT/templates/analysis/00-paper-profile.md
    AVAILABLE_PACKS=ml-pure,single-cell  (list every file in $PLUGIN_ROOT/domain-packs/, excluding _template.md)
    PLUGIN_VERSION=$PLUGIN_VERSION
)

Wait for completion. Log the dispatch:

log_dispatch paper-profiler analysis/00-paper-profile.md ok

If the agent produced a FAILED placeholder:

log_dispatch paper-profiler analysis/00-paper-profile.md failed

Read $ANALYSIS_DIR/00-paper-profile.md and parse its YAML frontmatter.

0.5 Confirm with user

Chat-facing prose: Always reply to the user in the user's invocation language. The English/Chinese language matrix applies only to written artifacts (analysis/, review.md, notes/). The example block below stays English-shaped to show structure; translate the labels and prompt into the user's language at runtime.

If --yes flag is NOT set:

Show the user:

Paper profile detected:
  type: <paper_type>
  domain: <domain>
  bio_subfield: <bio_subfield>
  difficulty: <difficulty>
  domain_packs_selected: [<list>]

Confirm or correct (e.g. "switch domain_packs_selected to single-cell only")?

Wait for user response. If user says yes / confirm, proceed. If user requests changes, edit the frontmatter of 00-paper-profile.md accordingly using the Edit tool, then proceed.

If --yes is set, skip this step and record in the final summary that auto-accept was used.

---

Stage 1: Deep analysis (parallel)

1.1 Resolve domain pack paths

Take domain_packs_selected from the profile. For each, build path: $PLUGIN_ROOT/domain-packs/<slug>.md. Keep this list as DOMAIN_PACKS.

1.2 Dispatch six sub-Agents in parallel

Skipped if --only is set and this stage is not the named stage. See ## Flag dispatch for full routing.

In one message, issue six parallel Agent tool calls. The dispatch table below is authoritative for what each sub-Agent receives. All six get PAPER_TEXT, OUTPUT_PATH, TEMPLATE_PATH, and PLUGIN_VERSION. Most also receive PROFILE_PATH (figure-interpreter does not — it works directly from PAPER_TEXT + IMAGES_DIR). Extras vary: method-analyst and experiment-critic get DOMAIN_PACKS; prior-work-historian gets DOMAIN_PACKS and is allowed up to 5 WebFetch calls; figure-interpreter gets IMAGES_DIR.

For each sub-Agent:

Agent(
  description: "<role short name>",
  subagent_type: "general-purpose",
  prompt: <contents of prompts/<role>.md> + concrete inputs.
)

Concrete dispatch table:

Sub-Agent	Inputs	OUTPUT_PATH	TEMPLATE_PATH
problem-framer	PAPER_TEXT, PROFILE_PATH	$ANALYSIS_DIR/01-problem.md	$PLUGIN_ROOT/templates/analysis/01-problem.md
formalizer	PAPER_TEXT, PROFILE_PATH	$ANALYSIS_DIR/02-formalization.md	$PLUGIN_ROOT/templates/analysis/02-formalization.md
method-analyst	PAPER_TEXT, PROFILE_PATH, DOMAIN_PACKS	$ANALYSIS_DIR/03-method-deep.md	$PLUGIN_ROOT/templates/analysis/03-method-deep.md
experiment-critic	PAPER_TEXT, PROFILE_PATH, DOMAIN_PACKS	$ANALYSIS_DIR/04-experiments.md	$PLUGIN_ROOT/templates/analysis/04-experiments.md
prior-work-historian	PAPER_TEXT, PROFILE_PATH, DOMAIN_PACKS (WebFetch allowed, cap 5)	$ANALYSIS_DIR/05-prior-work.md	$PLUGIN_ROOT/templates/analysis/05-prior-work.md
figure-interpreter	PAPER_TEXT, IMAGES_DIR	$ANALYSIS_DIR/06-figures.md	$PLUGIN_ROOT/templates/analysis/06-figures.md

1.3 Collect results

After all six return, verify each expected output file exists. Log each dispatch:

log_dispatch problem-framer analysis/01-problem.md ok
log_dispatch formalizer analysis/02-formalization.md ok
log_dispatch method-analyst analysis/03-method-deep.md ok
log_dispatch experiment-critic analysis/04-experiments.md ok
log_dispatch prior-work-historian analysis/05-prior-work.md ok
log_dispatch figure-interpreter analysis/06-figures.md ok

For any that did not produce a file, write a placeholder and log as failed:

echo '<!-- FAILED: <reason from sub-Agent error> -->' > $OUTPUT_PATH
log_dispatch <subagent-name> analysis/<NN-name>.md failed

Record failures in a STAGE1_FAILURES list for the final summary.

---

Stage 1.5: Cross-analysis coherence check

After Stage 1 produces analysis/01..06.md (and 00-paper-profile.md is already on disk), dispatch a single sub-Agent to audit cross-file consistency. Output: analysis/_coherence.md.

Skipped if --only is set and this stage is not the named stage. When skipped (e.g. --only review), reviewer-synthesizer falls back to last run's _coherence.md if it exists, or proceeds without one.

Agent(
  description: "analysis-coherence-checker audits Stage 1 outputs",
  subagent_type: "general-purpose",
  prompt: <contents of prompts/analysis-coherence-checker.md> + inputs:
    ANALYSIS_DIR=$ANALYSIS_DIR
    PAPER_TEXT_PATH=$PAPER_TEXT
    OUTPUT_PATH=$ANALYSIS_DIR/_coherence.md
    PLUGIN_VERSION=$PLUGIN_VERSION
)

After completion:

log_dispatch analysis-coherence-checker analysis/_coherence.md ok

If failed: log_dispatch analysis-coherence-checker analysis/_coherence.md failed and continue to Stage 2 — _coherence.md is advisory, not blocking.

If _coherence.md reports severity: high (parse the YAML frontmatter), surface it in the chat output before Stage 2 with:

⚠ Cross-analysis coherence check found <N> contradiction(s).
Review analysis/_coherence.md before trusting review.md, or:
  /paperstudio:rerun-stage analysis  (re-runs Stage 1 sub-Agents)

The orchestrator continues automatically (severity: high is informational, not a hard stop). Stage 2's reviewer-synthesizer receives _coherence.md as an additional input so it can flag the same issues in its ## Suggestions section.

---

Stage 2: Review generation

2.1 Dispatch reviewer-synthesizer

Skipped if --only is set and this stage is not the named stage. See ## Flag dispatch for full routing.

Agent(
  description: "reviewer-synthesizer drafts review.md v1",
  subagent_type: "general-purpose",
  prompt: <contents of prompts/reviewer-synthesizer.md> + inputs:
    ANALYSIS_DIR=$ANALYSIS_DIR
    PAPER_TEXT_PATH=$PAPER_TEXT
    COHERENCE_REPORT_PATH=$ANALYSIS_DIR/_coherence.md   # may not exist if Stage 1.5 was skipped or failed
    DOMAIN_PACKS=<list>
    OUTPUT_PATH=$PAPER_DIR/review.md
    TEMPLATE_PATH=$PLUGIN_ROOT/templates/review.md
    PLUGIN_VERSION=$PLUGIN_VERSION
)

Wait for completion.

log_dispatch reviewer-synthesizer review.md ok

2.2 Verify

If $PAPER_DIR/review.md does not exist, write <!-- FAILED: reviewer-synthesizer did not produce output -->, log the failure, and record in STAGE2_FAILURES:

log_dispatch reviewer-synthesizer review.md failed

Otherwise, proceed.

Stage 3: Notes generation

Stage 3 has two sequential sub-stages then two parallel renderers.

Language flag: parse --lang from the user's invocation. Set LANG_FLAG=zh (default) or LANG_FLAG=en. All four Stage 3 sub-Agents (notes-writer, title-generator, xhs-renderer, wechat-renderer) receive LANG=$LANG_FLAG as a prompt input. Their prompts already contain the directive: Output language: 中文 by default. Switch to English ONLY if user explicitly passes lang=en.

3.1 Dispatch notes-writer (sequential, must finish first)

Skipped if --only is set and this stage is not the named stage. See ## Flag dispatch for full routing.

Agent(
  description: "notes-writer drafts source.md",
  subagent_type: "general-purpose",
  prompt: <contents of prompts/notes-writer.md> + inputs:
    ANALYSIS_DIR=$ANALYSIS_DIR
    OUTPUT_PATH=$PAPER_DIR/notes/source.md
    TEMPLATE_PATH=$PLUGIN_ROOT/templates/notes/source.md
    PLUGIN_VERSION=$PLUGIN_VERSION
    LANG=$LANG_FLAG
)

Create $PAPER_DIR/notes/ first if absent.

After completion:

log_dispatch notes-writer notes/source.md ok

If failed: log_dispatch notes-writer notes/source.md failed

3.2 Dispatch title-generator

Skipped if --only is set and this stage is not the named stage. See ## Flag dispatch for full routing.

Agent(
  description: "title-generator generates xhs and wechat titles",
  subagent_type: "general-purpose",
  prompt: <contents of prompts/title-generator.md> + inputs:
    SOURCE_PATH=$PAPER_DIR/notes/source.md
    OUTPUT_PATH=$PAPER_DIR/notes/titles.md
    TEMPLATE_PATH=$PLUGIN_ROOT/templates/notes/titles.md
    PLUGIN_VERSION=$PLUGIN_VERSION
    LANG=$LANG_FLAG
)

After completion:

log_dispatch title-generator notes/titles.md ok

If failed: log_dispatch title-generator notes/titles.md failed

3.3 Pick figures

Run:

node $PLUGIN_ROOT/scripts/select-figures.cjs $ANALYSIS_DIR/06-figures.md 1
node $PLUGIN_ROOT/scripts/select-figures.cjs $ANALYSIS_DIR/06-figures.md 3

Capture each as JSON; keep them as paper-folder-relative paths (e.g. images/page_1_img_1.jpeg, NOT $IMAGES_DIR/page_1_img_1.jpeg). The renderer prompts then embed those paths directly so committed/shared notes don't leak the author's home directory. Set:

• XHS_FIGURES: 1 path
• WECHAT_FIGURES: up to 3 paths

If 06-figures.md is the FAILED placeholder, set both lists empty and record a failure note for the final summary.

3.4 Dispatch xhs-renderer + wechat-renderer in parallel

Skipped if --only is set and this stage is not the named stage. See ## Flag dispatch for full routing.

Issue both Agent calls in one message:

Agent(  // xhs
  description: "xhs-renderer renders xhs.md",
  subagent_type: "general-purpose",
  prompt: <contents of prompts/xhs-renderer.md> + inputs:
    SOURCE_PATH=$PAPER_DIR/notes/source.md
    TITLES_PATH=$PAPER_DIR/notes/titles.md
    OUTPUT_PATH=$PAPER_DIR/notes/xhs.md
    TEMPLATE_PATH=$PLUGIN_ROOT/templates/notes/xhs.md
    SELECTED_FIGURES=<XHS_FIGURES>
    PLUGIN_VERSION=$PLUGIN_VERSION
    LANG=$LANG_FLAG
)

Agent(  // wechat
  description: "wechat-renderer renders wechat.md",
  subagent_type: "general-purpose",
  prompt: <contents of prompts/wechat-renderer.md> + inputs:
    SOURCE_PATH=$PAPER_DIR/notes/source.md
    TITLES_PATH=$PAPER_DIR/notes/titles.md
    OUTPUT_PATH=$PAPER_DIR/notes/wechat.md
    TEMPLATE_PATH=$PLUGIN_ROOT/templates/notes/wechat.md
    SELECTED_FIGURES=<WECHAT_FIGURES>
    PLUGIN_VERSION=$PLUGIN_VERSION
    LANG=$LANG_FLAG
)

After both complete:

log_dispatch xhs-renderer notes/xhs.md ok
log_dispatch wechat-renderer notes/wechat.md ok

If either failed:

log_dispatch xhs-renderer notes/xhs.md failed
log_dispatch wechat-renderer notes/wechat.md failed

3.5 Verify outputs

Each of notes/{source,titles,xhs,wechat}.md must exist. Missing ones get <!-- FAILED: ... --> placeholders and are recorded in STAGE3_FAILURES.

---

Final summary

After Stage 3 completes, print a summary to chat. The structure (sections, file list, refinement command list) stays as below, but the headings and prose should be translated into the user's invocation language; only the file paths and command names stay verbatim.

✓ paperstudio complete for <slug>

Profile: <paper_type> / <domain> / <difficulty>
Domain packs: <list>
Confirmation: <user_confirmed | --yes auto-accepted>

Outputs (under $PAPER_DIR):
  analysis/00-paper-profile.md ✓
  analysis/01-problem.md       <✓ or FAILED>
  analysis/02-formalization.md <✓ or FAILED>
  analysis/03-method-deep.md   <✓ or FAILED>
  analysis/04-experiments.md   <✓ or FAILED>
  analysis/05-prior-work.md    <✓ or FAILED>
  analysis/06-figures.md       <✓ or FAILED>
  review.md                     <✓ or FAILED>
  notes/source.md              <✓ or FAILED>
  notes/titles.md              <✓ or FAILED>
  notes/xhs.md                 <✓ or FAILED>
  notes/wechat.md              <✓ or FAILED>

If anything failed, retry that stage with /paperstudio:rerun-stage <stage>.

Available refinements:
  /paperstudio:review-round       — adversarial review
  /paperstudio:refine-notes [xhs|wechat]
  /paperstudio:deep-dive <topic>
  /paperstudio:compare <other-paper>
  /paperstudio:reselect-figures
  /paperstudio:retitle [xhs|wechat]
  /paperstudio:add-prior-work <ref>
  /paperstudio:reproduce-check