A costly job can restart from periodic saved state after interruption. Which approach best fits?

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