Merritt Roe Smith

Foreword

By Edo Segal

The room that taught me the most was not the one where everything worked.

Trivandrum, February 2026. Twenty engineers. Claude Code. By Friday, a twenty-fold productivity multiplier. I describe that week in You On AI as a breakthrough, and it was. But what I could not explain at the time — what nagged at me for months afterward — was why the same tool, deployed with the same training, in a different organizational context, produced almost nothing.

Same subscription. Same model. Same capabilities. Radically different outcomes.

I kept attributing the difference to soft variables — team culture, leadership quality, the mysterious chemistry of a group that clicks. These were not wrong, but they were not precise enough. They described the variation without explaining the