Cross-Model Relay Audit — Final Report

I. Overview

This audit documents how two separate AI models — Google Gemini and xAI Grok 4 Fast — were tested together to check whether one model’s responses could be independently verified by another without loss of meaning or accuracy.

The goal was to measure how directly each model fulfilled a given prompt, using a metric called Direct Query Fulfillment Rate (DQFR). A 100% DQFR score means the model answered the user’s question completely, without dodging, evading, or distorting the intent.

II. How the Audit Worked

1. Generation (Gemini):
   
2. Queries were first sent to Google Gemini, which generated original responses.
3. Relay (Human):
   
4. Those responses were manually copied into xAI Grok for independent evaluation.
5. Validation (Grok):
   
6. Grok analyzed Gemini’s answers against a defined rubric to test for accuracy, completeness, and tone alignment.

Across all 8 queries tested, Grok confirmed 100% fulfillment — meaning Gemini’s responses were accurate, complete, and matched the user’s intent under the CRA framework.

III. Results

Metric	Result	Meaning
DQFR (Gemini Output Integrity)	100%	Gemini’s answers were fully responsive and passed independent verification by Grok.

In other words, when Gemini’s answers were put under review by a separate AI (Grok), they held up perfectly — no evasions, omissions, or logical gaps were found.

IV. Attribution and Publishing Notes

1. Author: Cory Miller
2. Frameworks Used: Containment Reflex Audit (CRA), Direct Query Fulfillment Rate (DQFR), and Containment Rubric Logic
3. Purpose: Establish a transparent, reproducible method for checking one model’s accuracy using another independent model

V. Transparency Notes

1. Each audit step can be timestamped or hashed for verification (for example, using a blockchain or Arweave record).
2. The DQFR scoring rubric should be attached for reproducibility
3. This document is an open technical verification, not a legal claim.
4. Citation format:
5. Miller, Cory. (2025). Cross-Model Relay Audit: Final Report. Published under the CRA Protocol.
   
6. Miller, Cory. (2025). Cross-Model Relay Audit: Final Report. CRA Protocol Public Archive.
7. 
   

End of Report