memory_provider = RedisVLSemanticMemory( session_tag="user_abc", distance_threshold=0.3, ) agent = OpenAILikeChatClient( model_id=Qwen3.NEXT ).create_agent( name="assistant", instructions="You're a little helper who answers my questions in one sentence.", context_providers=memory_provider, )