content-refinement-agent

Refine LaTeX manuscripts through simulated peer review with iterative revisions and worklog.

87|7|Updated Oct 3, 2025

Search Tags:#latex #peer-review #revision-tracking #content-refinement #manuscript-editing #ai-assisted-writing

Ready to run

npx skills add https://github.com/leonardodalinky/SciDER --skill content-refinement-agent

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: content-refinement-agent
Source: https://github.com/leonardodalinky/SciDER/tree/main/.scider/skills/content-refinement-agent
Command: npx skills add https://github.com/leonardodalinky/SciDER --skill content-refinement-agent

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

The Content Refinement Agent provides an automated, auditable workflow to iteratively revise LaTeX manuscripts by simulating expert peer review, collecting structured feedback, and applying targeted edits with an explicit worklog and per-iteration snapshots.

Core Features & Use Cases

Simulated peer review using a six-axis rubric to identify strengths, weaknesses, questions, and decisions
Iterative revision loop with per-iteration snapshots, automated scoring, and an explicit best-snapshot promotion
Built-in safety and integrity gates (anti-leakage, limitation-avoidance, and LaTeX/citation sanity checks) to maintain quality and reproducibility
Produces final validated paper.tex/paper.pdf and a comprehensive worklog for traceability and auditing
Use cases include improving clarity, structure, and presentation of research manuscripts in an AI-assisted writing workflow

Quick Start

Run the content refinement agent on your draft to generate an updated LaTeX paper and an accompanying revision log.

Frequently Asked Questions about content-refinement-agent

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

How do I automate peer review for a LaTeX manuscript?▼

Simulated peer review for LaTeX manuscripts works by applying a six-axis rubric to identify strengths, weaknesses, and questions, then applying iterative targeted revisions to produce a validated paper and an auditable worklog.

Can I use AI-assisted writing to track manuscript revisions?▼

AI-assisted writing tracks manuscript revisions by enforcing a strict revision protocol with per-iteration snapshots, automated scoring, and explicit best-snapshot promotion to ensure traceability and reproducibility.

What is the best way to improve clarity and structure in a research paper?▼

Improving clarity and structure in a research paper is best achieved through an iterative revision loop that simulates expert peer review and applies targeted edits while maintaining an explicit worklog for auditing.

Does manuscript editing prevent data leakage from experimental logs?▼

Manuscript editing prevents data leakage by enforcing built-in safety and integrity gates, including anti-leakage constraints and numeric ground-truth verification against the existing experimental log.

What are the limitations of AI-assisted manuscript editing for scientific papers?▼

Limitations of AI-assisted manuscript editing include its scope being restricted to existing experiments in the paper log, meaning it cannot introduce new experiments and relies on a strict revision protocol for safety.

Why does LaTeX manuscript revision require citation sanity checks?▼

LaTeX manuscript revision requires citation sanity checks as a built-in integrity gate to maintain quality and reproducibility, ensuring references and formatting remain valid throughout the iterative editing process.