Why it matters

Bulk processing shapes batch AI. Understanding shapes design.

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The architecture

Batch items into groups.

Parallel processing.

Track progress persistently.

Resume from checkpoint.

Bulk workflow patternBatch itemschunksParallel processworkersProgress trackingcheckpoint + resumeSpring Batch + Ray Data + Temporal batch workflows fit; watch cost caps
Bulk workflow.
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How it works end to end

Spring Batch for classic.

Ray Data for large-scale.

Temporal batch workflows.

Cost caps + rate limits.