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The AI Playbook · Lesson 4 of 8

Asymmetric Skill Preservation

Automate the toil. Keep the skills that make you dangerous.

The Problem

You use AI to code HTML every time, so you stop thinking about semantic markup. Then you need to debug, and you're lost. You've traded current speed for future capability.

The Workflow
Step 1

Identify Core Skills

The skills you'll need for the next 5 years. Write them down.

Step 2

Protect Those Skills

Never let AI fully own what makes you valuable.

Step 3

AI for Adjacent Work

Boilerplate, repetition, scaffolding — that's AI territory.

Step 4

30% Manual Rule

Do 30% of core work by hand to stay sharp.

Step 5

Understand the Output

Use AI as a starting point you can explain, not a black box.

Why This Works

You keep the skills that give you pricing power and decision-making authority. AI handles toil. You stay dangerous.

Real-World Scenario

You manage stakeholder communication in a complex org. Use AI for routine status updates and boilerplate. But write the emails that navigate conflict or deliver bad news yourself. Stay sharp on judgment calls. You're irreplaceable on strategic work.

Watch For
Outsourcing all instances of a core skill
Thinking 'I'll learn it later' — you won't
Measuring productivity only in output speed, not future-readiness
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