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AI Fluency Playbook — A practical guide to building AI skills, designed for generalists, by generalists.

AI is changing how we work, but most resources assume you're a developer or data scientist. This playbook is different. It's built for people who work across domains, wear multiple hats, and want to use AI thoughtfully and effectively — without needing a technical background.

Whether you're just getting started or looking to level up, there's something here for you.

Start Here

Explore the Playbook

Section What You'll Find
Pillars The five core skill areas of AI fluency
Exercises 15 hands-on challenges across three levels, from 15-minute basics to deep dives
Archetypes Discover your AI learning profile
Pathways Guided routes based on your strengths and gaps
Resources Glossary, tools, and further reading

Take the Quiz

Not sure where to start? The AI Skills Quiz takes a few minutes and gives you a personalized profile — including your archetype, pillar scores, and a recommended pathway.

Quick Start

Just want to try something? These three exercises are great first picks:

  1. The Fact-Check Habit — Learn to catch AI mistakes (15 min)
  2. The Signal in the Noise — Turn messy output into clear insight (15 min)
  3. The Reusable Prompt — Build a prompt you'll actually reuse (15 min)

This playbook is part of the Generalist World community. It's open, evolving, and built on the belief that AI fluency is a skill anyone can develop.