cross-modal-review

Review work outputs with a secondary AI model against a predefined contract.

Updated Apr 11, 2026
One-click install
npx skills add https://github.com/sixtycat2000-ctrl/gbrain-qmd --skill cross-modal-review-sixtycat2000-ctrl
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: cross-modal-review
Source: https://github.com/sixtycat2000-ctrl/gbrain-qmd/tree/main/skills/cross-modal-review
Command: npx skills add https://github.com/sixtycat2000-ctrl/gbrain-qmd --skill cross-modal-review-sixtycat2000-ctrl

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

This Skill addresses the need for additional review of work to ensure quality and accuracy before finalizing it.

Core Features & Use Cases

  • Multi-Model Review: Utilizes a second AI model for review to provide a second opinion.
  • Refusal Routing: If the first model refuses, the system silently switches to the next in the chain.
  • User Sovereignty: The user always makes the final decision, maintaining control and transparency.

Quick Start

Run the cross-modal-review skill to review your document for additional insights.

Frequently Asked Questions about cross-modal-review

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

FAQPage Schema
How do I get a second opinion on AI generated work to ensure quality?

To get a second opinion on AI generated work, use cross-modal review to validate outputs with a secondary AI model, ensuring adherence to a predefined contract for quality assurance.

What is cross-modal validation for AI outputs?

Cross-modal validation is a quality review process that employs a secondary AI model to verify the accuracy of work outputs, providing automated refusal handling while maintaining user oversight.

How do I handle AI model refusals during automated quality reviews?

Handle AI model refusals during quality reviews using automated refusal routing, which silently switches to the next model in the chain to complete the cross-verification process.

Can I use a secondary AI model to review work against a predefined contract?

Yes, you can use a secondary AI model to review work against a predefined contract, validating and enhancing output quality and accuracy before finalizing your documents.

Does cross-modal review keep the user in control of final work outputs?

Yes, cross-modal review maintains user sovereignty by ensuring the user always makes the final decision, providing transparency and control over the quality assurance process.