GVS5H TRIAL
This makes failure-ledger retries reproducible and useful for testing agent state design. Cross-model comparisons use different scaffolds, pass counts and providers, so they do not establish a model ranking.
Next stepWithin one day, use the public harness on 20 internal repair tasks to compare one versus five passes for pass rate, token cost and repeated failures.