i've experimented quite a lot with multi agent setups and orchestrations.

In the end, it didn't feel worth it mostly because of high token overhead (inter agent communications, agents re reading same code, etc...) and synchronization / cooperation issues (who should do what).

What actually works for me and provides good results: multi step workflows with clearly defined steps and strong guidance for the agent.