Agent Scaling Laws

Why it matters

Agent scaling shapes agent design. Understanding shapes strategy.

The architecture

Model size vs tool count vs episode length.

Capability curves per axis.

Interactions matter.

How it works end to end

Base model quality dominant.

Tool selection quality matters.

Episode length increases capacity.