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AI Adoption Framework: How All 21 of Us Ship Code

AI Adoption Framework: How All 21 of Us Ship Code
October 28, 2026

You’re About to Be Terrifyingly Good at Your Job We Call It Second Brain.

People ask how we got 21 of 21 people shipping production code. The answer is not a tool. It’s an operating system we built in layers, failed at, adjusted, and eventually made work.

21 of 21
People shipping production code.
47
Tools on one platform.
33+
Of them built in-house.
31
Services connected through one login.
The company OS

Second Brain Is the Company OS

Second Brain is shared infrastructure. It gives AI the company’s context, conventions, and workflows so it can work the way we do instead of guessing.

Without it, the model forgets what happened last week, drifts on a Friday, and guesses when it should look something up. With it, the AI has somewhere to go for the answer. It can follow our conventions, use the context we’ve already built, and turn a problem one person solved into something the rest of the company can use.

We named it Second Brain on October 21, 2025. Then Garry Tan and YC started using the same words, people started calling their own stacks Second Brains, and we sat there laughing. Finally, the world is catching up.

The system has four tiers, with the foundation at the bottom because everything else depends on it.

Second Brain · four tiers
Execution

Gets the work done, tracks results, and makes sure standards are met.

Knowledge

Gives AI access to company knowledge so it can find answers instead of guessing.

Process

Turns successful workflows into reusable skills, commands, and automations for everyone.

Foundation

Connects 31 services through one login, without the need to manage config files.

Today, that’s 47 tools on one platform, with 33+ built in-house. It’s the company’s context turned into code that every role can share.

Floors, not ceilings

The Charter

I didn’t send a memo and tell everyone to start using AI. We set floors, not ceilings. There’s a contribution floor everyone clears, leaders go first, and the floor rises as the capability of the company rises.

The charter became eight rules:

  1. Name the real job first.
  2. If your team will not use what you built, that is the failure.
  3. Context is the product.
  4. Owners decide what ships.
  5. Coverage before urgency.
  6. Silence for two days lifts only the human yes.
  7. Iterate on evidence.
  8. Heroics are a warning sign.

Then we put a process behind it. Declare the expectation. Measure maturity from telemetry, not vibes. Immerse each team for three days. Graduate people by gates. No exceptions.

Declare
The expectation.
Measure
Maturity from telemetry, not vibes.
Immerse
Each team for three days.
Graduate
People by gates. No exceptions.
Adoption is the evidence

Graduate by Gates

Your level isn’t determined by how good you think you are with AI. It’s determined by whether other people adopt what you build.

You start as a practitioner. Then you become a builder when you’ve authored a skill and two teammates have adopted it. To become a multiplier, you need five skills and ten adopters across three lanes that aren’t your own.

1

Practitioner

Where you start.

2

Builder

You’ve authored a skill and two teammates have adopted it.

3

Multiplier

Five skills and ten adopters across three lanes that aren’t your own.

You cannot level up by grading yourself. The evidence is whether what you built became useful to someone else.

Underneath that is another progression. Do the work by hand until it works. Write the skill. Turn the skill into a command. Eventually, build a hook so it fires whether you remember to use it or not.

1

By hand

Do the work by hand until it works.

2

Skill

Write the skill.

3

Command

Turn the skill into a command.

4

Hook

It fires whether you remember to use it or not.

The system itself isn’t above scrutiny either. Version one of our dashboard ranked a senior leader as Resistant because of an ingestion bug. The thing that grades you is itself graded.

One piece of advice

Solve Five of Your Own

If I could give someone starting this one piece of advice, it would be this: solve your own problems before you start building things for everyone else.

When you solve your own problem, it has to actually work. You’re the person dealing with the friction, so you know when the solution is useful and when it only looks good in a demo. That’s how you learn which instructions matter, where the guardrails need to be, and what is worth automating in the first place.

We don’t have an internal roadmap for this. We solve the friction in front of us.

If something used to take an hour every week and now takes five minutes, you just got 55 minutes back. Put those 55 minutes into solving the next problem. Then take the time you save there and do it again.

Used to take
An hour

Every week.

Now takes
Five minutes

You just got 55 minutes back. Put them into solving the next problem.

That’s the compounding.

And if you’re the CEO, don’t ask the company to adopt this if you haven’t done it yourself. I won’t pretend otherwise.

The bar

When you have five of your own, call me.

Same bar

We’re Hiring

We’re hiring a VP of Sales—same bar. Have your AI send what you built in the last 30 days.

VP of Sales

Same bar.
About the author
Aaron Benz

Aaron Benz

Founder & CEO, CampusIQ

As CEO and Founder of CampusIQ, Aaron leads the company’s vision to transform how colleges and universities understand and optimize their physical spaces. A mathematician and data scientist by training, he’s spent his career building—from mobile apps and large-scale analytics platforms to teams solving tough problems in higher ed. He founded Degree Analytics (now CampusIQ) to help campuses act on space data in meaningful ways.