Queue-Based Distributed Architecture: Scale Agents with Celery-Style Task Queues

goyalshaliniuk · x · 2026-11-09

Pattern 5: when an agent must process hundreds or thousands of tasks, a single execution process becomes a bottleneck. Put tasks into durable message queues, let independent workers consume them, retry failed jobs or route them to dead-letter queues, and scale workers with demand. Reference implementation: Celery.

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