export UPSTASH_REDIS_REST_URL=your_url
export UPSTASH_REDIS_REST_TOKEN=your_token

from praisonaiagents import Agent
import os

agent = Agent(
    name="Assistant",
    instructions="You are a helpful assistant.",
    memory={
        "backend": "upstash",
        "db": os.getenv("UPSTASH_REDIS_REST_URL"),
        "session_id": "my-session"
    }
)

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

from praisonai.persistence import create_state_store

store = create_state_store(
    "upstash",
    url="https://xxx.upstash.io",
    token="your-token",
)
recent = store.scan_prefix("session:")