agent= multimodal.MultimodalAgent( model=openai.realtime.RealtimeModel.with_azure( azure_deployment=AZURE_DEPLOYMENT, azure_endpoint=AZURE_ENDPOINT, # or AZURE_OPENAI_ENDPOINT api_key=AZURE_APIKEY, # or AZURE_OPENAI_API_KEY api_version=AZURE_API_VERSION, # or OPENAI_API_VERSION voice=VOICE, temperature=0.8, instructions=( "You are an ai assistant" ), turn_detection=openai.realtime.ServerVadOptions( threshold=0.6, prefix_padding_ms=200, silence_duration_ms=500 ), ), fnc_ctx=fnc_ctx ) # answer incoming messages from Chat chat = rtc.ChatManager(ctx.room) async def answer_from_text(txt: str): chat_ctx = agent.chat_ctx_copy() chat_ctx.append(text=txt, role="user") agent.generate_reply() @chat.on("message_received") def on_chat_received(msg: rtc.ChatMessage): if msg.message: asyncio.create_task(answer_from_text(msg.message)) chat_ctx = llm.ChatContext() chat_ctx.append( text="Please begin the interaction with the user in a manner consistent with your instructions.", role="assistant", ) agent.start(ctx.room, participant) agent.generate_reply() I'm not getting reply based on the append text

The issue seems to be related to how the

MultimodalAgent

is being used to generate replies. The

generate_reply()

method is not a recognized method in the provided data sources for the

MultimodalAgent

or

RealtimeModel

. Instead, you should use the

session.conversation.item.create()

and

session.response.create()

methods to handle conversation and generate responses. Here's a corrected approach based on the MultimodalAgent usage: 1. Initialize the session: After starting the agent, create a session and add the initial chat message. 2. Create a response: Use

session.response.create()

to generate a reply.

# Initialize the session
session = agent.model.sessions[0]
session.conversation.item.create(
    llm.ChatMessage(
        role="assistant",
        content="Please begin the interaction with the user in a manner consistent with your instructions.",
    )
)

# Generate a response
session.response.create()

Would you like more detailed guidance on setting up the

MultimodalAgent

or handling chat messages? Sources: - https://livekit-users.slack.com/archives/C07FY8WHGPM/p1731642672.167909 - https://livekit-users.slack.com/archives/C07FY8WHGPM/p1729541882.418149 👍 0 button 👎 1 button 💡 Hint: Mention @millions-hair-24956 in the thread for followups.