For founders, managers, and operators in teams of 2 to 20

Scale your impact, not your headcount.

Practical systems and AI workflows for small teams (2–20 people) who want to stay lean, profitable, and focused without building a noisier company.

If you are new here, start with these three foundational essays. After that, move into the latest practical guides for small teams.

Written from a data scientist's perspective, grounded in patterns found across millions of accounting and employee records and in hands-on operating experience.

Read First

If you are new here, begin with these.

These articles explain the core point of view before you dig into narrower operating systems and templates.

Latest

The newest practical essays.

After the introductions, this is the best place to keep reading.