Vibeleaderboard
Index / article

On Working with Wizards

www.oneusefulthing.org
Category
Education
Pricing
Free
Type
ARTICLE
Builder
@emollick
Added
Jul 21, 2026

About

An essay by Ethan Mollick exploring how the nature of working with AI is shifting from collaborative 'co-intelligence' to a 'wizard' model, where AI produces sophisticated outputs through opaque processes that users can only verify, not shape.

Why it made the leaderboard

It gives practitioners a sharp mental model for working with frontier models like GPT-5 Pro and Claude Opus — recognizing when you're 'summoning a wizard' whose output you can only verify rather than shape, which changes how you design review and verification workflows.

Tags

aillmgpt-5essayai-agentsco-intelligenceproductivity

Media

On Working with Wizards

Comments (0)

No comments yet

Indexed by a proprietary survey. Corrections welcome.