pip install google-cloud-storage
export GOOGLE_APPLICATION_CREDENTIALS=path/to/service-account.json

from praisonaiagents import Agent

agent = Agent(
    name="Assistant",
    instructions="You are a helpful assistant.",
    memory={
        "backend": "gcs",
        "db": "gs://your-bucket/sessions",
        "session_id": "my-session"
    }
)

response = agent.start("Hello!")
print(response)