Duration: 2–3 days | 5 lessons

Central Idea

Most people have never examined their job at the level of abstraction required to understand what AI actually threatens and what it doesn't. A job is a collection of tasks that move an organization toward a goal. An employee is a collection of skills that execute those tasks. This framing is unsentimental, sometimes uncomfortable, and precisely useful. When you can see your role clearly at this level of abstraction, you can think clearly about what AI changes and what it doesn't. This module establishes that foundation, introduces the four-tier employee model, and names the central claim: the skills at the base of the pyramid are becoming commodities, and the things above them never were.

Lessons

Lesson 1: The Definition Nobody Uses A job is tasks. An employee is skills. These definitions feel reductive, but they clarify exactly what changes when AI enters the room.

Lesson 2: The Four Tiers The pyramid: Employee (has skills), Good Employee (skills + cultural fit), Great Employee (adaptive, learns as goals shift), Invaluable Employee (multiplies the whole team). Notice what's missing: hard skills only appear at the base.

Lesson 3: What AI Actually Changes AI is a skill vending machine for an expanding class of task-level work. The base tier is now partially provided by machine. The differentiating question shifts from "can they do it?" to "can they direct it well?"

Lesson 4: The Inventory Problem Why honest self-assessment is hard, and why that difficulty is informative. The two failure modes: panic and denial. How to categorize tasks clearly.

Lesson 5: What This Changes About Your Career If the base is being commoditized, the durable response is developing what sits above it: adaptability, judgment, the ability to multiply others. This is not about ignoring skill development. It's about understanding which skills compound.

Module Deliverable

A Role Inventory — a written document (500–800 words) that describes your current role in terms of tasks and skills, identifies your position on the four-tier model, and names the two or three things in your role that are most clearly irreplaceable by AI today. This is for you, not a performance.