diff --git a/infrastructure/event_dispatcher/worker_pool.py b/infrastructure/event_dispatcher/worker_pool.py
index a61527fc..0a83cc4d 100644
--- a/infrastructure/event_dispatcher/worker_pool.py
+++ b/infrastructure/event_dispatcher/worker_pool.py
@@ -1,6 +1,8 @@
 import asyncio
 from typing import List
 
+import numpy as np
+
 from core.events.base import Event
 
 from .event_dedup import EventDedup
@@ -29,9 +31,10 @@ async def dispatch_to_worker(self, event: Event, *args, **kwargs) -> None:
         priority_group = self.load_balancer.determine_priority_group(
             event.meta.priority
         )
+
         group_workers = self._distribute_workers(priority_group)
 
-        worker = min(group_workers, key=lambda worker: worker.queue_size)
+        worker = self._choose_worker(group_workers)
 
         await worker.dispatch(event, *args, **kwargs)
 
@@ -46,8 +49,7 @@ def _initialize_workers(self, num_workers):
             for _ in range(num_workers * self._num_priority_groups)
         ]
 
-        for worker in self.workers:
-            asyncio.create_task(worker.run())
+        asyncio.gather(*(worker.run() for worker in self.workers))
 
     def _distribute_workers(self, priority_group: int) -> List[EventWorker]:
         workers_per_group = len(self.workers) // self._num_priority_groups
@@ -56,4 +58,8 @@ def _distribute_workers(self, priority_group: int) -> List[EventWorker]:
 
         return self.workers[group_start:group_end]
 
+    def _choose_worker(self, group_workers: List[EventWorker]) -> EventWorker:
+        weights = np.array([1 / (worker.queue_size + 1) for worker in group_workers])
+        prob = weights / weights.sum()
 
+        return np.random.choice(group_workers, p=prob)