Creating Agents Dynamically

[bakikucukcakiroglu]

Hello everyone,

My current app serves as a support/sales agent for online stores. Merchants are using my dashboard to set a system prompt depending on their needs and expected behaviors. However, trying to tell all the needs in a system prompt usually ends up with high hallucination rates. That is why I want my system to be a more modular and configurable.

I'm planning to have a dashboard medium where the merchants can create their agents, add pre-defined tools to those agents, select handoffs etc. Actually a UI for agents architecture. However, I couldn't find a way to make dynamically created agents work.

Let's say every customers created their own unique architecture based on their unique needs on the dashboard and I stored all the information in convenient data structures. Is it possible to fetch and dynamically create the agents objects in the backend to respond to each merchant's customer with the agent architecture created by the customer.

Any help is appreciated.

[jneeee]

A simpledirty way is using pickle to dump the objects to db. Then you could load and edit it when need.

[pakrym-oai]

Agent/tool definitions have nothing inherently static about them. Most samples initialize them once but they are initialized using code.

You can load your agent definition from DB, then create and run a dynamic instance

agent_model = load_db_mode()
spanish_agent = Agent(
    name=agent_model.name,
    instructions=agent_model.instructions,
   ...
)

Tools are essentially the same. @function_tool helper is used to extract tool definitions from python functions but you can replicate the code and generate definitions from your data structures.