agent = OpenAILikeChatClient(
    model_id=Qwen3.NEXT
).create_agent(
    name="assistant",
    instructions="You're a little helper who answers my questions in one sentence.",
    chat_message_store_factory=lambda: RedisVLMessageStore(
        session_tag="user_abc"
    )
)