Training cost rises without measurable quality improvement as a run continues. Which approach best fits?

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