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flux-paper-improve

Automate peer review and iterative correction of academic LaTeX documents.

1|Updated Apr 8, 2026
Search Tags:#automation#writing#research#academic#latex#peer review
One-click install
npx skills add https://github.com/ExuberantWitness/Flux-Insight --skill flux-paper-improve
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: flux-paper-improve
Source: https://github.com/ExuberantWitness/Flux-Insight/tree/main/skills/flux-paper-improve
Command: npx skills add https://github.com/ExuberantWitness/Flux-Insight --skill flux-paper-improve

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill addresses the iterative and often subjective nature of academic writing by providing a structured, multi-dimensional review and automated correction cycle for research papers.

Core Features & Use Cases

  • Multi-dimensional Review: Evaluates papers across five critical academic criteria including theoretical rigor, claim-evidence alignment, and notation consistency.
  • Automated Fix Loop: Translates review feedback into actionable document edits and triggers LaTeX compilation to verify fixes.
  • Use Case: Use this tool to perform a rigorous self-check on a draft before submission to a conference like ICLR, ensuring that all claims are supported by experimental evidence and the writing meets professional standards.

Quick Start

Use the flux-paper-improve skill to review the current paper draft in the workspace for the ICLR conference.

Frequently Asked Questions about flux-paper-improve

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

FAQPage Schema
How do I automate peer review for a LaTeX research paper?▼

Automated peer review for LaTeX documents evaluates theoretical rigor and claim-evidence alignment, then translates feedback into actionable edits to systematically refine your research paper.

What does automated academic paper refinement check during the review cycle?▼

Academic paper refinement checks five critical dimensions including theoretical rigor, claim-evidence alignment, and notation consistency to ensure research papers meet professional submission standards.

How do I run an automated fix loop on a LaTeX document?▼

To run an automated fix loop on a LaTeX document, the tool applies review feedback as edits and triggers LaTeX compilation to verify that the fixes maintain document consistency.

Do I need LaTeX compilation tools to use automated peer review?▼

Yes, LaTeX compilation tools and structured log files are required to maintain consistency across multiple revision rounds and verify document state transitions during the automated correction cycle.

Can I use this for an ICLR conference submission draft?▼

Yes, you can perform a rigorous self-check on a draft before submission to a conference like ICLR, ensuring all claims are supported by experimental evidence and the writing meets professional standards.

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