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Pathway: Starting from Scratch
Your Profile You're new to AI — or at least new to using it intentionally. Maybe you've played ar...
Pathway: High Automation, Low Ethics
Your Profile You're comfortable building AI-assisted workflows but may be moving fast without che...
The Strategist
How You Learn You want to understand the "why" before the "how." When you encounter a new AI tool...
The Tinkerer
How You Learn You learn by doing. When you encounter a new AI tool or technique, your instinct is...
The Social Learner
How You Learn You learn best through conversation and collaboration. When you encounter a new AI ...
The Planner
How You Learn You like to understand the landscape before you act. When you encounter a new AI to...
Workflow Automation
Building repeatable, AI-assisted processes that save time and reduce manual effort. This pillar f...
Insight Synthesis
Extracting meaning, patterns, and actionable insights from AI-generated output. This pillar is ab...
Ethical Prompting & Judgment
Responsible AI use, verification, and critical thinking. This pillar covers knowing when to trust...
Agent Collaboration
Working effectively with AI agents and multi-agent systems. This pillar covers giving AI defined ...
Cross-Domain Reframing
Applying AI thinking and techniques across different contexts, industries, and disciplines. This ...
Why AI Gets Things Wrong
Plain English: AI produces confident-sounding text that is sometimes completely wrong. This isn'...
What We Mean by AI Fluency
For: Anyone who wants to understand what AI fluency actually is, why it matters for generalists,...
Tokenization & Context Windows
Plain English: AI doesn't read words — it reads "tokens" (word chunks). Every AI tool has a limi...
Prompt Engineering Basics
Plain English: Prompt engineering is the skill of giving AI clear, structured instructions that ...
How AI Actually Works
Plain English: When you type a message to an AI, it doesn't "think" or "know" things. It predict...
Agents vs. Assistants
Plain English: An AI assistant waits for you to ask it something and responds. An AI agent can p...
How to Use This Playbook
There's no single "right" way to use this playbook. It's designed to meet you where you are. Here...
Getting Started: What Is AI Fluency?
You don't need to be a developer to be great with AI. AI fluency isn't about writing code, master...