cross-modal-review

Validate work products against contracts using a second AI model.

5|1|Updated Apr 15, 2026
One-click install
npx skills add https://github.com/GYF0311/lorekit --skill cross-modal-review-gyf0311
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: cross-modal-review
Source: https://github.com/GYF0311/lorekit/tree/main/brain/skills/cross-modal-review
Command: npx skills add https://github.com/GYF0311/lorekit --skill cross-modal-review-gyf0311

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

It prevents low-quality or contract-violating work from being finalized by requiring an independent review from a different model with refusal routing.

Core Features & Use Cases

  • Second-model quality gate: Grades the work against the originating skill’s Contract (not “vibes”) and reports PASS/ISSUES with evidence.
  • Refusal routing: Silently switches to the next model if the first refuses, without exposing refusals to the user.
  • Code-review handoff guidance: Recognizes when to recommend Codex /codex review for diff review and can switch to an adversarial challenge mode for security-sensitive changes.

Quick Start

Ask your AI to perform a cross-modal review of your proposed change for contract compliance before you commit it.

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 code changes from a different AI model?▼

To get a second opinion on code changes, this cross-modal review validates your work against the originating skill's contract and reports PASS or ISSUES with evidence before finalizing.

What is contract-based grading in AI code review?▼

Contract-based grading in AI code review evaluates work products against the originating skill's predefined contract, providing evidence-based PASS or ISSUES findings instead of subjective feedback.

How do I handle AI model refusals during security validation?▼

During security validation, refusal-chain routing silently switches to the next available AI model if the first one refuses, ensuring continuous review without exposing refusals to the user.

When should I use a second AI model for code review?▼

Use a second AI model for code review during security-sensitive edits, stuck iterations, pre-bulk operations, or when applying new skills that affect behavior to prevent finalizing contract-violating work.

How do I run an adversarial challenge for security-sensitive code edits?▼

For security-sensitive code edits, the cross-modal review can switch to an adversarial challenge mode and recommend dedicated diff review tools like Codex.

Does the AI reviewer automatically apply fixes to my code?▼

No, the AI reviewer does not automatically apply fixes because it enforces strict user sovereignty, meaning all reviewer findings remain informational until explicitly approved by you.