Chapters
1The AI Problem
2Context is the Upgrade
3Prompt Structure
4Gen Z Communication
5Take Action
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The Reality

Stop Getting AI Slop

Most AI frustration is predictableβ€”and fixable.

Common Complaints

What Everyone Says About AI

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"It's generic"

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"It hallucinates"

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"Too long"

πŸ€–

"Not my voice"

😀

"Too confident"

🎭

"Too bland"

❌

"Not practical"

🎯

"Wrong context"

The Mindset Shift

You Are the Expert

AI won't outperform your expertise.
It helps you think better and communicate more effectively.

∞
Large Context Windows Changed Everything
The Fix

Bad Output = Missing Context

"Did I expect the AI to read my mind?"
If yes, give it the missing context.

Before vs After

Context Changes Everything

❌ No Context
"Write a message to residents about an upcoming session."
βœ“ With Context
+ Audience: Gen Z residents
+ Tone: direct, authentic
+ Goal: increase attendance
+ Constraints: 120 words max
+ Include: benefit + CTA
The Method

Don't Wing It

Ask AI to write the prompt before the deliverable

Building Blocks

Prompt Structure Framework

Role

Who is AI acting as?

Goal

What's the outcome?

Audience

Who will read this?

Constraints

Length, tone, format

Sources

Reference material

"Good"

What does success look like?

Time Clarity
20%
of the effort
β†’
80%
of the value

"I have 7 minutes. Give me bullets, no fluff, one example."

Generational Bridge

See Through Three Lenses

Use AI to pressure-test your message from multiple angles

The Three Lenses
🎯

Executive Coach

What's the goal?
What's the reality?
What's the gap?

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Economist

What's the tradeoff?
What are they giving up?
Why is this worth it?

πŸ”₯

Provocateur

What assumption is wrong?
What feels manipulative?
What breaks trust?

Simulate Your Audience

Create a Gen Z Persona

πŸ‘©β€βš•οΈ

Gen Z Medical Resident

Your skeptical reviewer

Busy Skeptical of hype Values authenticity Respects directness Time-constrained
Build Trust

Set Guardrails

🚫 No guilt language 🚫 No vague hype 🚫 No "game-changer" 🚫 No "revolutionary"
βœ“

Be Specific

Concrete benefits over abstract promises

βœ“

Name Constraints

Acknowledge what's hard or limited

βœ“

Respect Autonomy

Let them decide without pressure

3
Choices This Week
Your Actions
01

Context Upgrade

Attach audience profile + constraints + one example of "good"

02

Prompt Structure

"Ask me up to 6 questions, then write the best prompt"

03

Expand Format

Scripts, guides, handouts, agentsβ€”not just email

The Long Game

"A portion of your attention, for the rest of your life,
needs to be devoted to becoming a better collaborator with AI."

Small Experiments

β†’

Saved Prompts

β†’

Trusted Sources

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