Design with AI
Fundamentals

AI Productivity

Exploring the paradox of declining per-person productivity as software teams scale, and why small autonomous teams consistently outperform larger ones.

Graph showing the paradox of declining per-person productivity as software teams scale
LLM Written
Human Reviewed

The Paradox of Scale

As software teams grow, productivity per person paradoxically shrinks. Communication overhead scales exponentially — a team of ten has 45 possible communication channels, while a team of five has only ten.

The Cost of Coordination

Larger teams breed coordination costs: more meetings, more alignment sessions, more waiting on dependencies. Decision-making slows as consensus becomes harder to reach.

Brooks's Law

Adding people to a late project makes it later. — Fred Brooks, The Mythical Man-Month

Small, autonomous teams consistently outperform bloated ones.

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