Model credit and coding-proxy Pareto constellation
Halo count = documented speed ordinal Current Pareto frontier AA coding proxy unavailable

GeneBench Pro effort detail

biology domain only Pass % bar on a fixed 0-30 scale / average tokens in thousands
Official snapshot: 2026-07-24. AA Coding Agent Index v1.1 is a published model-family proxy and never moves with effort. Credit rates, Fast mode, and GeneBench-Pro are OpenAI sources.