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A hands-on resource that helps generalists build practical AI skills through exercises, frameworks, and personalized learning paths.

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

• Getting Started — What AI fluency means and why it matters
• How to Use This Playbook — Three paths in, based on how you like to learn

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)

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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.