Individual skill
content-refinement-agent
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".
skills/content-refinement-agent/SKILL.md
Source commit 6a319132932ee031e2d759b0f7f5075cf77bd1cf
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- No
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Not checked yet
- Last checked
- Nov 7, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
Install this skill
Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.
An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.
Repository context
- Repository stars (not skill ratings)
- 698
- Repository last updated
- Nov 4, 2026
- License
- NOASSERTION
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- agentic-ai Repository topic
- ai-research Repository topic
- anthropic Repository topic
- antigravity Repository topic
- arxiv Repository topic
- claude-code Repository topic
- claude-skills Repository topic
- coding-agents Repository topic
- cursor Repository topic
- latex Repository topic
- research Derived category
- writing Derived category
Files and excerpt
File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.
Browse files
SKILL.mdcore · 19,770 bytesSKILL.mdcore · 19,770 bytesSKILL.mdcore · 19,770 bytesSKILL.mdcore · 19,770 bytesSKILL.mdcore · 19,770 bytesSKILL.mdcore · 19,770 bytesSKILL.mdcore · 19,770 bytesSKILL.mdcore · 19,770 bytesSKILL.mdcore · 19,770 bytesSKILL.mdcore · 19,770 bytesreferences/ai-failure-modes.mddoc · 813 bytesreferences/claim-evidence-map.mddoc · 3,147 bytesreferences/da-reviewer.mddoc · 3,984 bytesreferences/halt-rules.mddoc · 6,293 bytesreferences/prompt.mddoc · 5,788 bytesreferences/reverse-outline.mddoc · 3,054 bytesreferences/reviewer-rubric.mddoc · 6,940 bytesreferences/safe-revision-rules.mddoc · 4,953 bytesreferences/writing-quality-check.mddoc · 720 bytesscripts/apply_worklog.pyruns · 3,141 bytesscripts/concession_guard.pyruns · 7,667 bytesscripts/decision_band.pyruns · 3,722 bytesscripts/reverse_outline.pyruns · 10,546 bytesscripts/score_delta.pyruns · 7,391 bytesscripts/score_trajectory.pyruns · 8,796 bytesscripts/snapshot.pyruns · 1,621 bytesscripts/test_reverse_outline.pyruns · 5,866 bytesscripts/update_critique_memory.pyruns · 11,333 bytes
No licensed excerpt is available. You can inspect the pinned source.