was an American"            " science fiction author."        ),    },    {"role": "human", "content": "Which books of hers were made into movies?"},    {        "role": "ai",        "content": (            "The most well-known adaptation of Octavia Butler's work is the FX series"            " Kindred, based on her novel of the same name."        ),    },    {"role": "human", "content": "Who were her contemporaries?"},    {        "role": "ai",        "content": (            "Octavia Butler's contemporaries included Ursula K. Le Guin, Samuel R."            " Delany, and Joanna Russ."        ),    },    {"role": "human", "content": "What awards did she win?"},    {        "role": "ai",        "content": (            "Octavia Butler won the Hugo Award, the Nebula Award, and the MacArthur"            " Fellowship."        ),    },    {        "role": "human",        "content": "Which other women sci-fi writers might I want to read?",    },    {        "role": "ai",        "content": "You might want to read Ursula K. Le Guin or Joanna Russ.",    },    {        "role": "human",        "content": (            "Write a short synopsis of Butler's book, Parable of the Sower. What is it"            " about?"        ),    },    {        "role": "ai",        "content": (            "Parable of the Sower is a science fiction novel by Octavia Butler,"            " published in 1993. It follows the story of Lauren Olamina, a young woman"            " living in a dystopian future where society has collapsed due to"            " environmental disasters, poverty, and violence."        ),        "metadata": {"foo": "bar"},    },]for msg in test_history:    memory.chat_memory.add_message(        HumanMessage(content=msg["content"])        if msg["role"] == "human"        else AIMessage(content=msg["content"]),        metadata=msg.get("metadata", {}),    )Run the agent‚ÄãDoing so will automatically add the input and response to the Zep memory.agent_chain.run(    input="What is the
Zep is a long-term memory store for LLM applications.
Zep is a long-term memory store for LLM applications. ->: was an American"            " science fiction author."        ),    },    {"role": "human", "content": "Which books of hers were made into movies?"},    {        "role": "ai",        "content": (            "The most well-known adaptation of Octavia Butler's work is the FX series"            " Kindred, based on her novel of the same name."        ),    },    {"role": "human", "content": "Who were her contemporaries?"},    {        "role": "ai",        "content": (            "Octavia Butler's contemporaries included Ursula K. Le Guin, Samuel R."            " Delany, and Joanna Russ."        ),    },    {"role": "human", "content": "What awards did she win?"},    {        "role": "ai",        "content": (            "Octavia Butler won the Hugo Award, the Nebula Award, and the MacArthur"            " Fellowship."        ),    },    {        "role": "human",        "content": "Which other women sci-fi writers might I want to read?",    },    {        "role": "ai",        "content": "You might want to read Ursula K. Le Guin or Joanna Russ.",    },    {        "role": "human",        "content": (            "Write a short synopsis of Butler's book, Parable of the Sower. What is it"            " about?"        ),    },    {        "role": "ai",        "content": (            "Parable of the Sower is a science fiction novel by Octavia Butler,"            " published in 1993. It follows the story of Lauren Olamina, a young woman"            " living in a dystopian future where society has collapsed due to"            " environmental disasters, poverty, and violence."        ),        "metadata": {"foo": "bar"},    },]for msg in test_history:    memory.chat_memory.add_message(        HumanMessage(content=msg["content"])        if msg["role"] == "human"        else AIMessage(content=msg["content"]),        metadata=msg.get("metadata", {}),    )Run the agent‚ÄãDoing so will automatically add the input and response to the Zep memory.agent_chain.run(    input="What is the