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Documentation Index

Fetch the complete documentation index at: https://docs.praison.ai/llms.txt

Use this file to discover all available pages before exploring further.

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Upstash

Serverless Redis for state storage.

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Setup

export UPSTASH_REDIS_REST_URL=your_url
export UPSTASH_REDIS_REST_TOKEN=your_token

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Quick Start

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)