AI is making thinking cheaper.

What stays expensive is implementation:

• Turning messy reality into a clean spec
• Building a system that works on bad days
• Handling edge cases, permissions, and data

The new leverage

If you can implement (or direct implementation precisely), you can:

• validate ideas faster
• build internal tools without waiting for a full dev team
• ship product experiments on demand

The skill stack (not buzzwords)

Implementation leverage is built on fundamentals:

• system design (inputs → outputs, constraints)
• database thinking (what is stored, why, who can see it)
• frontend + backend boundaries
• shipping loops (deploy, monitor, iterate)

That’s what we teach in a Vibe Coaching Sprint — and we build a real use case from your work so it sticks.