Outcome
AURA has benchmark evidence that is useful, reproducible, and appropriately caveated.
Decision principles
- Choose benchmark surfaces for the product or market question they answer.
- Treat existing adapters, runs, and reports as starting points rather than a binding roadmap.
- Revisit scope, models, datasets, and publication plans as AURA and the benchmark ecosystem change.
- Do not publish a comparison that cannot be reproduced or explained.
Each benchmark feature may be reshaped, paused, or closed when another evidence path is more valuable.
Outcome
AURA has benchmark evidence that is useful, reproducible, and appropriately caveated.
Decision principles
Each benchmark feature may be reshaped, paused, or closed when another evidence path is more valuable.