Using the Smartest AI to Rate Other AI
Unsupervised Learning19 Huhti 2025

Using the Smartest AI to Rate Other AI

In this episode, I walk through a Fabric Pattern that assesses how well a given model does on a task relative to humans. This system uses your smartest AI model to evaluate the performance of other AIs—by scoring them across a range of tasks and comparing them to human intelligence levels.

I talk about:

1. Using One AI to Evaluate Another
The core idea is simple: use your most capable model (like Claude 3 Opus or GPT-4) to judge the outputs of another model (like GPT-3.5 or Haiku) against a task and input. This gives you a way to benchmark quality without manual review.

2. A Human-Centric Grading System
Models are scored on a human scale—from “uneducated” and “high school” up to “PhD” and “world-class human.” Stronger models consistently rate higher, while weaker ones rank lower—just as expected.

3. Custom Prompts That Push for Deeper Evaluation
The rating prompt includes instructions to emulate a 16,000+ dimensional scoring system, using expert-level heuristics and attention to nuance. The system also asks the evaluator to describe what would have been required to score higher, making this a meta-feedback loop for improving future performance.

Note: This episode was recorded a few months ago, so the AI models mentioned may not be the latest—but the framework and methodology still work perfectly with current models.

Subscribe to the newsletter at:
https://danielmiessler.com/subscribe

Join the UL community at:
https://danielmiessler.com/upgrade

Follow on X:
https://x.com/danielmiessler

Follow on LinkedIn:
https://www.linkedin.com/in/danielmiessler

See you in the next one!

Become a Member: https://danielmiessler.com/upgrade

See omnystudio.com/listener for privacy information.

Tämä jakso on lisätty Podme-palveluun avoimen RSS-syötteen kautta eikä se ole Podmen omaa tuotantoa. Siksi jakso saattaa sisältää mainontaa.

Jaksot(541)

News & Analysis: NO. 329

News & Analysis: NO. 329

Become a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information.

2 Touko 202211min

A Conversation with Paul Zimski from Automox

A Conversation with Paul Zimski from Automox

[ SPONSORED INTERVIEW ] In this standalone episode I'm speaking with Paul Zimski, VP of Product Strategy at Automox. In this series I have a short conversation with entrepreneurs and companies that ar...

2 Touko 202229min

News & Analysis | NO. 328

News & Analysis | NO. 328

Become a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information.

25 Huhti 202213min

News & Analysis | NO. 327

News & Analysis | NO. 327

https://danielmiessler.com/podcast/news-analysis-no-327/Become a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information.

18 Huhti 202212min

News & Analysis | NO. 326

News & Analysis | NO. 326

The latest in Security News, Technology News, Human News, Ideas Trends & Analysis, Discovery, Recommendations, and the Weekly Aphorism… Web Version: https://danielmiessler.com/podcast/news-analysis-no...

11 Huhti 202212min

News & Analysis | NO. 325

News & Analysis | NO. 325

The latest in Security News, Technology News, Human News, Ideas Trends & Analysis, Discovery, Recommendations, and the Weekly Aphorism… Web Version: https://danielmiessler.com/podcast/news-analysis-no...

4 Huhti 202214min

News & Analysis | NO. 324

News & Analysis | NO. 324

The latest in Security News, Technology News, Human News, Ideas Trends & Analysis, Discovery, Recommendations, and the Weekly Aphorism… Web Version: https://danielmiessler.com/podcast/news-analysis-no...

28 Maalis 202218min

News & Analysis | NO. 323

News & Analysis | NO. 323

The latest in Security News, Technology News, Human News, Ideas Trends & Analysis, Discovery, Recommendations, and the Weekly Aphorism… Web Version: https://danielmiessler.com/podcast/news-analysis-no...

21 Maalis 202213min