The team needs to compare model quality and resource consumption before scaling a prototype to production-sized training. Which approach best fits?

1. Package dependencies in a versioned compatible training image.
2. Use durable training checkpoints and verify resume behavior.
3. Benchmark representative data and record quality, throughput, and cost.
4. Use monitored stopping criteria and evaluate whether additional training is justified.