cross-modal-review

Route AI-generated outputs to a second model for contract compliance review.

1|Updated Apr 11, 2026

Search Tags:#validation #ai #review #quality-assurance #contract #model-routing #refusal-routing

Ready to run

npx skills add https://github.com/edwifiguy/era-agents-ops --skill cross-modal-review

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: cross-modal-review
Source: https://github.com/edwifiguy/era-agents-ops/tree/main/skills/era-agents-op/gbrain/skills/cross-modal-review
Command: npx skills add https://github.com/edwifiguy/era-agents-ops --skill cross-modal-review

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Robust, automated second-opinion review of AI outputs by routing the work to a different model and validating it against the originating Contract.

Core Features & Use Cases

Independent model review: The work product is evaluated by a different model against the originating Contract with evidence-based grading.
Transparent decision reporting: It reports agreement/disagreement with citations while preserving user sovereignty.
Refusal routing and escalation: If the primary model refuses, the system silently switches to the next model in the chain and escalates only if all models refuse.

Quick Start

Trigger a cross-modal review of the latest output before finalizing and report the agreement status.

Frequently Asked Questions about cross-modal-review

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

FAQPage Schema

How do I validate AI-generated outputs against an originating contract?▼

To validate AI outputs against a contract, you can use a cross-modal review mechanism that spawns a separate review model to evaluate compliance, guarding against single-model bias and ensuring auditability.

What is automated second-model review for quality assurance?▼

Automated second-model review is a process where a different model evaluates AI-generated work products to provide an independent, evidence-based grading and report a PASS or ISSUES FOUND verdict with citations.

How does refusal routing work when a model refuses to process a request?▼

Refusal routing works by silently switching to the next model in the chain when a primary model refuses a request, escalating to the user only if all available models in the routing chain refuse to process the task.

Can I get transparent decision reporting with citations for AI validation?▼

Yes, independent model review provides transparent decision reporting by stating agreement or disagreement with direct citations from the originating contract, while preserving user sovereignty over the final output.

What is the best way to guard against single-model bias in AI workflows?▼

The best way to guard against single-model bias is to orchestrate a cross-modal review that routes work to a different model, ensuring an independent validation step before finalizing any AI-generated output.