Module 4: Scaling to Teams

Once individual engineers master the workflow, the next challenge is scaling this approach across teams and leading the organizational transition.

The Challenge

Individual productivity increases 3x–10x, but this creates new challenges:

PR flood: More output requires new review strategies
Knowledge sharing: Individual success must scale to team adoption
Cultural shift: Moving from tribal knowledge to codified practices

Essential Topics for Delivery

Topic	Key Takeaway
From Manual to Agentic Review	Use AI to handle the “tedious nits” so humans can focus on architecture and taste
The REVIEW_RULES.md	Tribal knowledge must be codified to be enforceable at scale
The “One-Way Door”	Once an engineer masters this workflow, the old way of working feels cumbersome and they rarely go back
Psychological Safety	Frame the transition as individual impact multiplication and career growth, not replacement

The Three Pillars

Taming the PR Flood

Shifting AI from “coder” to “reviewer” to handle the review bottleneck

Cultivating an AI-Friendly Codebase

Building artifacts and documentation that enable instant AI context

Leadership: Focus on Growth

Leading human-first adoption with champions, not mandates

Key Insight: The transition from individual mastery to team adoption is primarily a human challenge, not a technical one.

Module 1: Introduction

Module 2: The Rehearsal

Module 3: Performance & Polish

Module 4: Scaling to Teams

The Challenge

Essential Topics for Delivery

The Three Pillars

Taming the PR Flood

Cultivating an AI-Friendly Codebase

Leadership: Focus on Growth

​The Challenge

​Essential Topics for Delivery

​The Three Pillars

​Taming the PR Flood

​Cultivating an AI-Friendly Codebase

​Leadership: Focus on Growth

The Challenge

Essential Topics for Delivery

The Three Pillars

Taming the PR Flood

Cultivating an AI-Friendly Codebase

Leadership: Focus on Growth