What to consider while implementing a multi-agent system? 

Imagine a team of chefs in a restaurant kitchen as an example.

You would need a head chef who leads the team. The team members need to communicate with each other. You need them to be able to send their finished work to the other chefs for the next step of the food preparation. 

This is just an example of how many things are needed to make multiple agents **collaborate toward a shared assignment.**

Generally, with multiple agents, you would need:

1. Sharing Information: Agents need to pass their results to each other and share their findings. An agent’s finished work might be the input of another agent to start their task.

2. Collaboration: Agents should be able to use each other’s help and delegate parts of their work if needed. This might not be a must in simple scenarios, but in complex processes, it is pretty necessary.

3. Manager Agent: Controls the flow of tasks between the agents, keeping them in control.