Learning By Design: Brain

One shared context layer. Every agent reads from it.

Everyone has AI. Almost nobody is compounding. The Brain is one place your company defines what is true, how you sound, what is allowed and what already happened. Every agent reads it before it acts, and writes back when it is done.

For teams with AI seats and pilots, but nothing that changed how the company works.

Why AI isn't compounding yet

Every prompt starts from zero

Your best operator's judgment lives in their head and their chat history. Nobody else can reach it.

Corrections never stick

You fix the same output the same way every week. The fix stays a complaint instead of becoming a rule.

Pilots never become systems

A demo lands. A pilot runs. Six months later the workflows and outputs are unchanged.

What a brain holds

Plain English. Version controlled. Owned by you, not by a vendor.

Truth

What is true here

ICP, offers, pricing, positioning and proof.

Voice

How you sound

And what you never say.

Guardrails

What is allowed

And who approves what.

Memory

What happened

And what worked.

Your revenue, marketing, product and ops agents all read the same brain. Without it, every agent is a stranger on their first day, every single time.

Four layers, built in this order

Most teams start at layer four. That is why the agent works in the demo and drifts in month two.

01 · Context

What is true here?

The shared truth your best person carries: ICP, offers, proof, voice.

02 · Skills

How do we do this?

Reusable procedures: research an account, brief a meeting, scope a feature.

03 · Policies

What are the limits?

What is allowed, who approves, and what always gets logged.

04 · Agents

Who does it, and when?

On a schedule, in a channel, on real work, with a human on the gate.

Without a brain
  • Knowledge lives in individual chat histories
  • The ICP is described four ways in four tools
  • Output quality tracks whoever wrote the prompt
With a brain
  • One source of truth every agent reads before it acts
  • The ICP moves once and everything downstream follows
  • Every correction becomes a permanent rule

Agents draft. Humans send. Approval gates on anything outbound, least privilege by default, and a named person on review.

Where we'd start

One bounded piece of work, with a fixed scope and fee, over a few weeks. Pick one. We would rather prove it on real work than sell you a program.

Two weeks

The map

We inventory the work across one function and hand back a ranked build order, with effort and return on each line.

First build

The first agent

Your highest-value repetitive workflow, built end to end with you on real work, with guardrails and a review cadence.

Foundation

The brain

Context, skills and policies for one function, written and versioned. The layer everything after it plugs into.

Runs on what you already pay for: Claude, ChatGPT and Codex, Gemini or Copilot. Switching providers is a configuration change, not a rebuild.

What it looks like in revenue

Chestnut
Insurtech · backed by a16z

The context, skills and agents were in place before the first AE started. He did not have to learn to prompt.

Week 1
ICP meetings booked by the new AE
Willow Education
K12 edtech

A shared ICP, proof library and voice behind every outbound draft.

50+
meetings from 500+ target accounts
100 School
AI upskilling · B2C to B2B

Enterprise offer and sales process, with teams at BCG, Vanta and Ocado Retail enabled.

$1M+
pipeline created
"He didn't just advise, he showed up like a cofounder."Max Haining · CEO, 100 School
"A new CRM, 150 personalized emails and 5+ high-value meetings a week."James Cryan · CEO, Willow Education

Who you'll work with

David Fu

David Fu

Founder & CEO · AI enablement

Fifteen years designing for transfer: Penn GSE, Springboard, corporate and founder programs. Owns the context and enablement layer.

Vedansh Garg

Vedansh Garg

Co-founder & CTO

Turns "we should automate this" into a maintainable system. Builds the agents and integrations that run on the brain.

Felix Akojenu

Felix Akojenu

AI GTM Engineer

Builds our agents and automations, including lead-gen pipelines and 10+ CRM integrations.

Ready for AI that compounds?

Book 30 minutes with David. Bring one function where the work is repetitive and someone senior is doing it anyway.

Book a call