Methodology

This page will document every formula and data source with attribution.

Composite Quality Index

Normalized benchmark pillars.

Reasoning, code, math, instruction following, agent/tool use, long context, and arena signal.

Transparency

Every number links to its source.

Methodology changes should be reviewable in PRs.