Create and execute scenario YAML files for architecture what-if predictions.
Prepare and run evaluator-gated SAS and MAS experiments with explicit batch control and mandatory elasticity calibration for scenario scaling.
Reset local experiment state to a fresh slate by clearing runs, prediction outputs, scaling snapshots, and database index files under data/.
Create or repair Brainqub3 task packages that must pass evaluator tests before runs, including both fabricated instances and user-provided data workflows.
Build or repair task evaluators and evaluator tests with deterministic-first strategy.
Generate markdown reports with observed metrics, predicted metrics, and architecture recommendations.