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Teaching & Learning Without Expertise — Stanford Edition
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TEACHING & LEARNING
WITHOUT EXPERTISE

Mental Models for the AI Age

"I started a new role at AWS six months ago.

20 years in tech.
7 years teaching at Stanford.

Day one, I felt like a complete beginner."

Expertise is becoming a liability.

More access to knowledge than ever.
More overwhelmed than ever.

The bottleneck has shifted.

Old World
  • "What do you know?"
  • Years to build
  • Linear careers
  • Depth wins
New World
  • "How fast can you learn?"
  • Months to adapt
  • Lateral leaps
  • Navigation wins
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THE NAVIGATOR'S COMPASS

Four mental shifts for approaching
what you don't know yet.

1
QUESTIONS BEFORE ANSWERS

The amateur rushes to find answers.

The navigator pauses to ask better questions.

CISCO: The First Leap
  • Software Engineer → Solutions Architect
  • 1 product → Hundreds of SKUs
  • Cubicle → Customer sites up and down the West Coast
2
PATTERNS OVER FACTS

Facts are cheap. Patterns are valuable.

You can't memorize everything.
You CAN learn to pattern-match.

3
BUILD TO THINK

You don't understand something
until you've made something with it.

Reading = Surface
Explaining = Better
Building = Real Understanding

MICROSOFT: The Stakes Get Real
  • Technical Role → Sales Management
  • Indirect contribution → Direct quota responsibility
  • Business school helped. But not enough.
4
GOOD ENOUGH (FOR NOW)

Perfectionism kills learning velocity.

What's the 20% I need to know
to be 80% effective?

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THE NAVIGATOR'S COMPASS

Questions Patterns ↑ ← → ↓ Build Good Enough

February 2020

Sales & BD Director at Slalom Consulting.
Selling teams of consultants.
Building relationships in person.

And then...

100% in-person100% remote

Overnight.

No playbook.

Relationships built before the crisis
sustain you during the crisis.

But sometimes, navigation means knowing
when to exit — not just adapt.

This isn't just personal.

Organizations need to navigate too.

SILICON VALLEY EDUCATION FOUNDATION
  • Chairing the AI Task Force
  • Too few people. Too many things to do.
  • The nonprofit sector's universal constraint.
Quick Wins
  • AI drafts 70%
  • Human finishes 30%
  • Immediate savings
Cultural Shifts
  • Org-wide hackathons
  • Non-technical people
  • vibe coding their way to confidence

"Non-technical people vibe coding
their way into product-building confidence."

From "I can't do that"
to "Let's try it."

But here's why this
really matters to me.

My kids as creative directors.
  • ChatGPT voice: "Give me a 4th grade spelling bee."
  • Replit: "Tell me what you want in the game world."
  • Me building their ideas in real-time.

"If you can think it, you can express it.

If you can express it, you can manifest it."

That's the shift.

"Palo Alto kids are a big part
of my monthly burn right now."

Getting them off my payroll
won't happen for a while.

But if they learn this mindset...
I'm not worried.

So here I am.

  • New product portfolio.
  • Customers who don't know what to build yet.
  • Market changing week by week.

My job: Helping them navigate ambiguity.

Building for a future that's
different for sure,
but not deterministic.

Try This Week

  1. Pick something you've been avoiding because you're "not an expert." Give yourself 2 hours to get dangerous.
  2. Document your own learning process. What's your first move? Where do you get stuck?
  3. Teach something you just learned. You don't need to master it to share it.

The future doesn't belong
to the experts.

It belongs to the
navigators.

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JAYWASH + BMIDD