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content-refinement-agent

Step 5 of the PaperOrchestra pipeline (arXiv:2604.05018).

Skill by rcrede

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Install

Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install skill/rcrede-content-refinement-agent

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

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About

Step 5 of the PaperOrchestra pipeline (arXiv:2604.05018). Iteratively refine drafts/paper.tex by simulating peer review and applying targeted revisions, with strict accept/revert halt rules, deterministic 0-100 decision bands (Accept/Minor/Major/Reject) that drive a target-met early stop, and a Devil's Advocate concession-threshold guard that blocks acceptance on unresolved critical findings. Maintains a worklog and snapshots each iteration so revert is real, not symbolic. TRIGGER when the orchestrator delegates Step 5 or when the user asks to "refine the draft", "iterate on the paper", or "run peer review on this paper".

Use cases: data, writing, research, agent-building

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Permissions

What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.

Tools
No tools found
Secrets
None asked for
Install scripts
None found
Runs as
Python package

Network hosts it talks to 1

  • codeload.github.com · found in install command

Files it touches

  • ~/.claude/skills/content-refinement-agent

What's inside

Skill name
content-refinement-agent
Description
Step 5 of the PaperOrchestra pipeline (arXiv:2604.05018). Iteratively refine drafts/paper.tex by simulating peer review and applying targeted revisions, with strict accept/revert halt rules, deterministic 0-100 decision bands (Accept/Minor/Major/Reject) that drive a target-met early stop, and a Devil's Advocate concession-threshold guard that blocks acceptance on unresolved critical findings. Maintains a worklog and snapshots each iteration so revert is real, not symbolic. TRIGGER when the orchestrator delegates Step 5 or when the user asks to "refine the draft", "iterate on the paper", or "run peer review on this paper".
License
unknown
Instructions
387 lines in SKILL.md · view on GitHub

Before installing

  • Ships executable scripts

Files (15)

  • SKILL.md
  • ai-failure-modes.md · references/
  • da-reviewer.md · references/
  • halt-rules.md · references/
  • prompt.md · references/
  • reviewer-rubric.md · references/
  • safe-revision-rules.md · references/
  • writing-quality-check.md · references/
  • apply_worklog.py · scripts/
  • concession_guard.py · scripts/
  • decision_band.py · scripts/
  • score_delta.py · scripts/
  • score_trajectory.py · scripts/
  • snapshot.py · scripts/
  • update_critique_memory.py · scripts/

The license isn't open source, so the instructions aren't shown here. Read SKILL.md on GitHub

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Last commit (this folder)
Aug 18, 2026 (2 months ago)

From GitHub (fetched Oct 24, 2026).

Details

License
License unknown
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

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Cite this page

content-refinement-agent skill. Agent Mart. https://agentmart.dev/skills/rcrede-content-refinement-agent (last updated 2026-10-24)