Multi-Agent SystemsoptimizationAdvanced

Adding more worker agents makes the system slower

Symptoms

  • A supervisor delegates to specialist worker agents. Going from 3 to 8 workers increased end-to-end latency.
  • The workers spend most of their time idle, waiting.
  • The supervisor is at near-100% utilization while workers sit at ~20%.
topology: 1 supervisor -> {8 workers}
supervisor: serializes every task, calls workers one at a time, re-plans after each result
worker utilization: ~18% avg   supervisor utilization: ~96%
tasks are independent (no data dependency between them)

Investigate

Inspect areas in any order (0/5 inspected). When you think you know the root cause, commit to it.

Supervisor serialization
Task independence / topology
Worker model size
Communication overhead
Memory / shared state