Multi Worker Horizontal Scaling With Request Distribution

via “horizontal scaling via dispatcher sharding and worker pool management”

Distributed task queue for AI workloads.

Unique: Implements dispatcher sharding with worker affinity-based routing, allowing horizontal scaling of task assignment throughput without central bottleneck. Workers register with specific dispatcher instances and automatically reconnect on failure.

vs others: More scalable than single-dispatcher architecture; simpler than Kafka-based task distribution but requires careful sharding configuration.