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. 292

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...

2 Elo 202124min

Sustainable Content Creation

How to create consistently without burning out.Become a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information.

27 Heinä 20214min

The Presenting Vendor Paradox

Why conferences are full of speakers who represent companies.Become a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information.

26 Heinä 20213min

News & Analysis | No. 291

26 Heinä 202127min

News & Analysis | No. 290

19 Heinä 202117min

News & Analysis | No. 289

12 Heinä 202118min

News & Analysis | No. 288

6 Heinä 202114min

News & Analysis | No. 287

1 Heinä 202118min

Kaikki yhdessä sovelluksessa

Kuuntele kaikki suosikkipodcastisi ja -äänikirjasi yhdessä paikassa.

Sinulle valikoitua sisältöä

Podme-sovelluksessa kokoat suosikkisi helposti omaan kirjastoosi. Saat meiltä myös kuuntelusuosituksia!

Jatka kuuntelua koska tahansa

Voit jatkaa siitä mihin jäit, myös offline-tilassa.

Tarinat ja äänet, joita rakastat kuunnella

Kuuntele kaikki suosikkipodcastisi ja -äänikirjasi

Lue lisää