Modal Parallel Execution

Use this skill when running work in parallel across containers, using fan-out patterns, or handling errors and retries in distributed execution.

When to Use This Skill

• Running batch processing across many containers
• Fan-out / fan-in patterns
• Fire-and-forget background tasks
• Streaming results from remote generators
• Configuring retries for transient failures
• Processing large datasets in parallel
• Building job queues for async processing
• Dataset ingestion pipelines

Execution Patterns

.remote() — Single call