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[INITIATIVE] Benchmark & Eval Credibility #438

Description

@charlesjohnson

Outcome

AURA has public, defensible evidence of where it performs well, where it does not, and how it compares on relevant evaluation surfaces.

Scope

  • Reproducible public benchmark evidence.
  • Accurate evaluation and performance metrics.
  • Bounded, correct coordinator context.
  • Trace fidelity sufficient to explain benchmark behavior.
  • Clear separation between AURA performance and benchmark-harness effects.

Adoption and production-install telemetry belong to the Adoption Measurement initiative.

Success

  • Published claims identify the benchmark version, AURA version, model, configuration, sample, and material caveats.
  • Runs can be reproduced or independently audited from retained artifacts.
  • Metrics and traces explain failures and performance differences.
  • Benchmark choices are revisited when they no longer answer a useful product or market question.

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