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Interruptions do not stop LLM generations, causing TTS skips and "failed" interruptions #950

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danthegoodman1 opened this issue Jan 9, 2025 · 1 comment

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@danthegoodman1
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danthegoodman1 commented Jan 9, 2025

Description

When an LLM is still generating sentences when an interruption occurs (e.g. "tell me a long story"), any currently queued TTS messages are aborted, however the LLM continues to generate sentences, causing the bot to start speaking again.

This makes the experience SUPER painful to users, causing them to want to scream at the bot until it shuts up.

Environment

  • pipecat-ai version: 0.0.52

Repro steps

Ask the bot to say something long, interrupt it while it's still generating messages.

Expected behavior

LLM stops generating when interrupted.

Actual behavior

LLM keeps generating, pushing more TTS frames and causes weird skipping.

Logs

The following logs mix our custom logging and processors, but they accompany the recording so you can see what I mean

When you see the various Got frame StartInterruptionFrame is when we're sending proper interruptions. As you can see in the attached video and the logs below, we send audio frames between Generating TTS logs, which means the LLM is still generating frames. Because the LLM is not interrupted, you can hear that previously generated frames are skipped, but the new ones generated play the TTS despite being interrupted.

tangia_dantest.2025-01-08.20_19_02.mp4
ume=0.6
2025-01-08 20:19:01.500 | DEBUG    | pipecat.audio.vad.silero:__init__:113 - Loading Silero VAD model...
2025-01-08 20:19:01.539 | DEBUG    | pipecat.audio.vad.silero:__init__:135 - Loaded Silero VAD
2025-01-08 20:19:01.557 | DEBUG    | __main__:main:333 - Recording to dir recordings
2025-01-08 20:19:01.557 | DEBUG    | pipecat.pipeline.parallel_pipeline:__init__:89 - Creating ParallelPipeline#0 pipelines
2025-01-08 20:19:01.557 | DEBUG    | pipecat.processors.frame_processor:link:150 - Linking PipelineSource#0 -> AudioRecordingProcessor#0
2025-01-08 20:19:01.557 | DEBUG    | pipecat.processors.frame_processor:link:150 - Linking AudioRecordingProcessor#0 -> PipelineSink#0
2025-01-08 20:19:01.557 | DEBUG    | pipecat.processors.frame_processor:link:150 - Linking Source#0 -> Pipeline#0
2025-01-08 20:19:01.557 | DEBUG    | pipecat.processors.frame_processor:link:150 - Linking Pipeline#0 -> Sink#0
2025-01-08 20:19:01.557 | DEBUG    | pipecat.pipeline.parallel_pipeline:__init__:106 - Finished creating ParallelPipeline#0 pipelines
2025-01-08 20:19:01.558 | DEBUG    | pipecat.pipeline.parallel_pipeline:__init__:89 - Creating ParallelPipeline#1 pipelines
2025-01-08 20:19:01.558 | DEBUG    | pipecat.processors.frame_processor:link:150 - Linking PipelineSource#1 -> DailyOutputTransport#0
2025-01-08 20:19:01.558 | DEBUG    | pipecat.processors.frame_processor:link:150 - Linking DailyOutputTransport#0 -> AudioRecordingProcessor#1
2025-01-08 20:19:01.558 | DEBUG    | pipecat.processors.frame_processor:link:150 - Linking AudioRecordingProcessor#1 -> PipelineSink#1
2025-01-08 20:19:01.558 | DEBUG    | pipecat.processors.frame_processor:link:150 - Linking Source#1 -> Pipeline#1
2025-01-08 20:19:01.558 | DEBUG    | pipecat.processors.frame_processor:link:150 - Linking Pipeline#1 -> Sink#1
2025-01-08 20:19:01.558 | DEBUG    | pipecat.pipeline.parallel_pipeline:__init__:106 - Finished creating ParallelPipeline#1 pipelines
2025-01-08 20:19:01.558 | DEBUG    | pipecat.processors.frame_processor:link:150 - Linking PipelineSource#2 -> EndCallProbe#0
2025-01-08 20:19:01.558 | DEBUG    | pipecat.processors.frame_processor:link:150 - Linking EndCallProbe#0 -> DailyInputTransport#0
2025-01-08 20:19:01.558 | DEBUG    | pipecat.processors.frame_processor:link:150 - Linking DailyInputTransport#0 -> ParallelPipeline#0
2025-01-08 20:19:01.558 | DEBUG    | pipecat.processors.frame_processor:link:150 - Linking ParallelPipeline#0 -> FunctionCallInterruptionBlocker#0
2025-01-08 20:19:01.558 | DEBUG    | pipecat.processors.frame_processor:link:150 - Linking FunctionCallInterruptionBlocker#0 -> DeepgramSTTService#0
2025-01-08 20:19:01.558 | DEBUG    | pipecat.processors.frame_processor:link:150 - Linking DeepgramSTTService#0 -> TranscriptionBufferFilterProcessor#0
2025-01-08 20:19:01.558 | DEBUG    | pipecat.processors.frame_processor:link:150 - Linking TranscriptionBufferFilterProcessor#0 -> SimpleFrameLogger#0
2025-01-08 20:19:01.558 | DEBUG    | pipecat.processors.frame_processor:link:150 - Linking SimpleFrameLogger#0 -> InterruptionInserter#0
2025-01-08 20:19:01.558 | DEBUG    | pipecat.processors.frame_processor:link:150 - Linking InterruptionInserter#0 -> UserIdleCountReset#0
2025-01-08 20:19:01.558 | DEBUG    | pipecat.processors.frame_processor:link:150 - Linking UserIdleCountReset#0 -> UserIdleProcessor#0
2025-01-08 20:19:01.558 | DEBUG    | pipecat.processors.frame_processor:link:150 - Linking UserIdleProcessor#0 -> OpenAIUserContextAggregator#0
2025-01-08 20:19:01.558 | DEBUG    | pipecat.processors.frame_processor:link:150 - Linking OpenAIUserContextAggregator#0 -> OpenAILLMService#0
2025-01-08 20:19:01.558 | DEBUG    | pipecat.processors.frame_processor:link:150 - Linking OpenAILLMService#0 -> FunctionCallInterruptionObserver#0
2025-01-08 20:19:01.558 | DEBUG    | pipecat.processors.frame_processor:link:150 - Linking FunctionCallInterruptionObserver#0 -> MessagesShipper#0
2025-01-08 20:19:01.558 | DEBUG    | pipecat.processors.frame_processor:link:150 - Linking MessagesShipper#0 -> ElevenLabsTTSService#0
2025-01-08 20:19:01.558 | DEBUG    | pipecat.processors.frame_processor:link:150 - Linking ElevenLabsTTSService#0 -> ParallelPipeline#1
2025-01-08 20:19:01.559 | DEBUG    | pipecat.processors.frame_processor:link:150 - Linking ParallelPipeline#1 -> EndCallProbe#1
2025-01-08 20:19:01.559 | DEBUG    | pipecat.processors.frame_processor:link:150 - Linking EndCallProbe#1 -> OpenAIAssistantContextAggregator#0
2025-01-08 20:19:01.559 | DEBUG    | pipecat.processors.frame_processor:link:150 - Linking OpenAIAssistantContextAggregator#0 -> MessagesShipper#1
2025-01-08 20:19:01.559 | DEBUG    | pipecat.processors.frame_processor:link:150 - Linking MessagesShipper#1 -> PipelineSink#2
2025-01-08 20:19:01.559 | DEBUG    | pipecat.processors.frame_processor:link:150 - Linking Source#2 -> Pipeline#2
2025-01-08 20:19:01.559 | DEBUG    | pipecat.processors.frame_processor:link:150 - Linking Pipeline#2 -> Sink#2
2025-01-08 20:19:01.559 | DEBUG    | pipecat.pipeline.runner:run:27 - Runner PipelineRunner#0 started running PipelineTask#0
2025-01-08 20:19:01.559 | DEBUG    | pipecat.services.deepgram:_connect:202 - Connecting to Deepgram
2025-01-08 20:19:01.823 | DEBUG    | pipecat.services.elevenlabs:_connect_websocket:318 - Connecting to ElevenLabs
2025-01-08 20:19:01.937 | INFO     | pipecat.transports.services.daily:join:322 - Joining <REDACTED ROOM>
2025-01-08 20:19:02.115 | DEBUG    | __main__:on_call_state_updated:475 - sending on_call_state_updated: joining
2025-01-08 20:19:02.291 | INFO     | pipecat.transports.services.daily:on_participant_joined:620 - Participant joined aea5aa2a-4744-49c8-8826-bf90cda64d2d
2025-01-08 20:19:02.292 | DEBUG    | __main__:on_first_participant_joined:436 - sending on_first_participant_joined
2025-01-08 20:19:02.293 | DEBUG    | __main__:on_participant_joined:420 - sending on_participant_joined
2025-01-08 20:19:02.349 | DEBUG    | __main__:on_call_state_updated:475 - sending on_call_state_updated: joined
2025-01-08 20:19:02.589 | INFO     | pipecat.transports.services.daily:join:340 - Joined <REDACTED ROOM>
2025-01-08 20:19:02.589 | DEBUG    | __main__:on_joined:452 - sending on_joined
2025-01-08 20:19:04.441 | DEBUG    | pipecat.transports.base_input:_handle_interruptions:124 - User started speaking
2025-01-08 20:19:04.443 | DEBUG    | transcription_buffer_filter_processor:process_frame:61 - closing gate [PII:] StartInterruptionFrame#0
2025-01-08 20:19:04.681 | DEBUG    | simple_frame_logger:process_frame:22 - 1 Got frame StartInterruptionFrame#0 FrameDirection.DOWNSTREAM
2025-01-08 20:19:04.685 | DEBUG    | simple_frame_logger:process_frame:22 - 1 Got frame UserStartedSpeakingFrame#0 FrameDirection.DOWNSTREAM
2025-01-08 20:19:04.686 | DEBUG    | __main__:process_frame:103 - resetting idle count
2025-01-08 20:19:04.686 | DEBUG    | transcription_buffer_filter_processor:process_frame:108 - opening closed gate and flushing buffer [PII:] InterimTranscriptionFrame#0(user: , text: [Tell me a], language: None, timestamp: 2025-01-09T04:19:04.680+00:00)
2025-01-08 20:19:05.942 | DEBUG    | pipecat.transports.base_input:_handle_interruptions:131 - User stopped speaking
2025-01-08 20:19:05.944 | DEBUG    | pipecat.services.openai:_stream_chat_completions:176 - Generating chat: [{"role": "system", "content": "you are a helpful assistant"}, {"role": "user", "content": "Tell me a long story."}]
2025-01-08 20:19:06.304 | DEBUG    | pipecat.processors.metrics.frame_processor_metrics:stop_ttfb_metrics:50 - OpenAILLMService#0 TTFB: 0.36070704460144043
2025-01-08 20:19:06.703 | DEBUG    | pipecat.services.elevenlabs:run_tts:420 - Generating TTS: [Once upon a time, in a quaint little village nestled in the hills of Tuscany, there lived a young woman named Isabella.]
2025-01-08 20:19:06.703 | DEBUG    | pipecat.processors.metrics.frame_processor_metrics:start_tts_usage_metrics:85 - ElevenLabsTTSService#0 usage characters: 119
2025-01-08 20:19:06.704 | DEBUG    | pipecat.processors.metrics.frame_processor_metrics:stop_processing_metrics:65 - ElevenLabsTTSService#0 processing time: 0.0005850791931152344
2025-01-08 20:19:06.864 | DEBUG    | pipecat.services.elevenlabs:run_tts:420 - Generating TTS: [ Isabella was known throughout the village for her kindness and adventurous spirit.]
2025-01-08 20:19:06.865 | DEBUG    | pipecat.processors.metrics.frame_processor_metrics:start_tts_usage_metrics:85 - ElevenLabsTTSService#0 usage characters: 83
2025-01-08 20:19:06.865 | DEBUG    | pipecat.processors.metrics.frame_processor_metrics:stop_processing_metrics:65 - ElevenLabsTTSService#0 processing time: 0.0007231235504150391
2025-01-08 20:19:07.152 | DEBUG    | pipecat.processors.metrics.frame_processor_metrics:stop_ttfb_metrics:50 - ElevenLabsTTSService#0 TTFB: 0.44930601119995117
2025-01-08 20:19:07.161 | DEBUG    | pipecat.transports.base_output:_bot_started_speaking:203 - Bot started speaking
2025-01-08 20:19:07.162 | WARNING  | transcription_buffer_filter_processor:process_frame:40 - BOT SPEAKING
2025-01-08 20:19:07.364 | DEBUG    | pipecat.services.elevenlabs:run_tts:420 - Generating TTS: [ She spent her days helping her mother tend to their garden and her evenings dreaming of far-off places she longed to explore.]
2025-01-08 20:19:07.364 | DEBUG    | pipecat.processors.metrics.frame_processor_metrics:start_tts_usage_metrics:85 - ElevenLabsTTSService#0 usage characters: 126
2025-01-08 20:19:07.365 | DEBUG    | pipecat.processors.metrics.frame_processor_metrics:stop_processing_metrics:65 - ElevenLabsTTSService#0 processing time: 0.0007388591766357422
2025-01-08 20:19:08.399 | DEBUG    | pipecat.services.elevenlabs:run_tts:420 - Generating TTS: [

One sunny afternoon, as Isabella was walking through the meadow behind her house, she stumbled upon an old, dusty book partially hidden beneath a rocky outcrop.]
2025-01-08 20:19:08.401 | DEBUG    | pipecat.processors.metrics.frame_processor_metrics:start_tts_usage_metrics:85 - ElevenLabsTTSService#0 usage characters: 162
2025-01-08 20:19:08.401 | DEBUG    | pipecat.processors.metrics.frame_processor_metrics:stop_processing_metrics:65 - ElevenLabsTTSService#0 processing time: 0.0019288063049316406
2025-01-08 20:19:08.405 | WARNING  | transcription_buffer_filter_processor:process_frame:71 - interim frame incrementing interim word count by 1 to 1
2025-01-08 20:19:08.501 | DEBUG    | pipecat.transports.base_input:_handle_interruptions:124 - User started speaking
2025-01-08 20:19:08.503 | DEBUG    | transcription_buffer_filter_processor:process_frame:61 - closing gate [PII:] StartInterruptionFrame#1
2025-01-08 20:19:08.796 | DEBUG    | pipecat.services.elevenlabs:run_tts:420 - Generating TTS: [ Curious, she picked it up and blew away the dust that had settled over its cover.]
2025-01-08 20:19:08.796 | DEBUG    | pipecat.processors.metrics.frame_processor_metrics:start_tts_usage_metrics:85 - ElevenLabsTTSService#0 usage characters: 82
2025-01-08 20:19:08.797 | DEBUG    | pipecat.processors.metrics.frame_processor_metrics:stop_processing_metrics:65 - ElevenLabsTTSService#0 processing time: 0.001013040542602539
2025-01-08 20:19:09.194 | DEBUG    | pipecat.services.elevenlabs:run_tts:420 - Generating TTS: [ The book was bound in worn, crimson leather, and the pages were yellowed with age.]
2025-01-08 20:19:09.195 | DEBUG    | pipecat.processors.metrics.frame_processor_metrics:start_tts_usage_metrics:85 - ElevenLabsTTSService#0 usage characters: 83
2025-01-08 20:19:09.195 | DEBUG    | pipecat.processors.metrics.frame_processor_metrics:stop_processing_metrics:65 - ElevenLabsTTSService#0 processing time: 0.0011281967163085938
2025-01-08 20:19:09.276 | DEBUG    | pipecat.services.elevenlabs:run_tts:420 - Generating TTS: [ On the front, embossed in gold were the words:]
2025-01-08 20:19:09.276 | DEBUG    | pipecat.processors.metrics.frame_processor_metrics:start_tts_usage_metrics:85 - ElevenLabsTTSService#0 usage characters: 47
2025-01-08 20:19:09.279 | DEBUG    | pipecat.processors.metrics.frame_processor_metrics:stop_processing_metrics:65 - ElevenLabsTTSService#0 processing time: 0.0034401416778564453
2025-01-08 20:19:09.385 | WARNING  | transcription_buffer_filter_processor:process_frame:71 - interim frame incrementing interim word count by 3 to 3
2025-01-08 20:19:09.385 | DEBUG    | simple_frame_logger:process_frame:22 - 1 Got frame StartInterruptionFrame#1 FrameDirection.DOWNSTREAM
2025-01-08 20:19:09.387 | DEBUG    | pipecat.processors.metrics.frame_processor_metrics:stop_processing_metrics:65 - OpenAILLMService#0 processing time: 3.4434049129486084
2025-01-08 20:19:09.391 | DEBUG    | pipecat.transports.base_output:_bot_stopped_speaking:210 - Bot stopped speaking
2025-01-08 20:19:09.392 | WARNING  | transcription_buffer_filter_processor:process_frame:47 - BOT NOT SPEAKING
2025-01-08 20:19:09.392 | DEBUG    | simple_frame_logger:process_frame:22 - 1 Got frame UserStartedSpeakingFrame#1 FrameDirection.DOWNSTREAM
2025-01-08 20:19:09.392 | DEBUG    | __main__:process_frame:103 - resetting idle count
2025-01-08 20:19:09.392 | DEBUG    | transcription_buffer_filter_processor:process_frame:108 - opening closed gate and flushing buffer [PII:] InterimTranscriptionFrame#2(user: , text: [Hey. Stop talking.], language: None, timestamp: 2025-01-09T04:19:09.384+00:00)
2025-01-08 20:19:09.591 | DEBUG    | pipecat.transports.base_output:_bot_started_speaking:203 - Bot started speaking
2025-01-08 20:19:09.592 | WARNING  | transcription_buffer_filter_processor:process_frame:40 - BOT SPEAKING
2025-01-08 20:19:09.880 | DEBUG    | pipecat.transports.base_input:_handle_interruptions:131 - User stopped speaking
2025-01-08 20:19:09.884 | DEBUG    | interruption_inserter:process_frame:40 - user speaking over bot, inserting interruption message as role system
2025-01-08 20:19:09.884 | DEBUG    | pipecat.services.openai:_stream_chat_completions:176 - Generating chat: [{"role": "system", "content": "you are a helpful assistant"}, {"role": "user", "content": "Tell me a long story."}, {"role": "assistant", "content": "Once upon a time, in a quaint"}, {"role": "user", "content": "Hey. Stop talking."}, {"role": "system", "content": "(interrupted by user)"}]
2025-01-08 20:19:10.216 | DEBUG    | pipecat.processors.metrics.frame_processor_metrics:stop_ttfb_metrics:50 - OpenAILLMService#0 TTFB: 0.33182811737060547
2025-01-08 20:19:10.383 | DEBUG    | pipecat.processors.metrics.frame_processor_metrics:start_llm_usage_metrics:73 - OpenAILLMService#0 prompt tokens: 474, completion tokens: 12
2025-01-08 20:19:10.385 | DEBUG    | pipecat.services.elevenlabs:run_tts:420 - Generating TTS: [Alright, let me know if you need anything else!]
2025-01-08 20:19:10.387 | DEBUG    | pipecat.processors.metrics.frame_processor_metrics:start_tts_usage_metrics:85 - ElevenLabsTTSService#0 usage characters: 47
2025-01-08 20:19:10.388 | DEBUG    | pipecat.processors.metrics.frame_processor_metrics:stop_processing_metrics:65 - OpenAILLMService#0 processing time: 0.5036892890930176
2025-01-08 20:19:10.388 | DEBUG    | pipecat.processors.metrics.frame_processor_metrics:stop_processing_metrics:65 - ElevenLabsTTSService#0 processing time: 0.002924203872680664
2025-01-08 20:19:10.684 | DEBUG    | pipecat.processors.metrics.frame_processor_metrics:stop_ttfb_metrics:50 - ElevenLabsTTSService#0 TTFB: 0.2980539798736572
2025-01-08 20:19:11.321 | DEBUG    | pipecat.transports.base_input:_handle_interruptions:124 - User started speaking
2025-01-08 20:19:11.324 | DEBUG    | transcription_buffer_filter_processor:process_frame:61 - closing gate [PII:] StartInterruptionFrame#2
2025-01-08 20:19:11.382 | WARNING  | transcription_buffer_filter_processor:process_frame:71 - interim frame incrementing interim word count by 1 to 1
2025-01-08 20:19:12.164 | WARNING  | transcription_buffer_filter_processor:process_frame:79 - transcription frame incrementing setting transcription word count to 3
2025-01-08 20:19:12.164 | DEBUG    | simple_frame_logger:process_frame:22 - 1 Got frame StartInterruptionFrame#2 FrameDirection.DOWNSTREAM
2025-01-08 20:19:12.168 | DEBUG    | pipecat.transports.base_output:_bot_stopped_speaking:210 - Bot stopped speaking
2025-01-08 20:19:12.169 | WARNING  | transcription_buffer_filter_processor:process_frame:47 - BOT NOT SPEAKING
2025-01-08 20:19:12.169 | DEBUG    | simple_frame_logger:process_frame:22 - 1 Got frame UserStartedSpeakingFrame#2 FrameDirection.DOWNSTREAM
2025-01-08 20:19:12.170 | DEBUG    | __main__:process_frame:103 - resetting idle count
2025-01-08 20:19:12.170 | DEBUG    | transcription_buffer_filter_processor:process_frame:108 - opening closed gate and flushing buffer [PII:] TranscriptionFrame#2(user: , text: [Hey. Stop talking.], language: None, timestamp: 2025-01-09T04:19:12.164+00:00)
2025-01-08 20:19:12.681 | DEBUG    | pipecat.transports.base_input:_handle_interruptions:131 - User stopped speaking
2025-01-08 20:19:12.682 | DEBUG    | pipecat.services.openai:_stream_chat_completions:176 - Generating chat: [{"role": "system", "content": "you are a helpful assistant"}, {"role": "user", "content": "Tell me a long story."}, {"role": "assistant", "content": "Once upon a time, in a quaint"}, {"role": "user", "content": "Hey. Stop talking."}, {"role": "system", "content": "(interrupted by user)"}, {"role": "user", "content": "Hey. Stop talking."}]
2025-01-08 20:19:13.101 | DEBUG    | pipecat.processors.metrics.frame_processor_metrics:stop_ttfb_metrics:50 - OpenAILLMService#0 TTFB: 0.4193551540374756
2025-01-08 20:19:13.192 | DEBUG    | pipecat.services.elevenlabs:run_tts:420 - Generating TTS: [Alright, I'll stop the story.]
2025-01-08 20:19:13.192 | DEBUG    | pipecat.processors.metrics.frame_processor_metrics:start_tts_usage_metrics:85 - ElevenLabsTTSService#0 usage characters: 29
2025-01-08 20:19:13.193 | DEBUG    | pipecat.processors.metrics.frame_processor_metrics:stop_processing_metrics:65 - ElevenLabsTTSService#0 processing time: 0.0015048980712890625
2025-01-08 20:19:13.356 | DEBUG    | pipecat.services.elevenlabs:run_tts:420 - Generating TTS: [ Let me know if there's anything else you'd like to do!]
2025-01-08 20:19:13.357 | DEBUG    | pipecat.processors.metrics.frame_processor_metrics:start_tts_usage_metrics:85 - ElevenLabsTTSService#0 usage characters: 55
2025-01-08 20:19:13.357 | DEBUG    | pipecat.processors.metrics.frame_processor_metrics:stop_processing_metrics:65 - ElevenLabsTTSService#0 processing time: 0.0009808540344238281
2025-01-08 20:19:13.360 | DEBUG    | pipecat.processors.metrics.frame_processor_metrics:start_llm_usage_metrics:73 - OpenAILLMService#0 prompt tokens: 483, completion tokens: 20
2025-01-08 20:19:13.362 | DEBUG    | pipecat.processors.metrics.frame_processor_metrics:stop_processing_metrics:65 - OpenAILLMService#0 processing time: 0.6794378757476807
2025-01-08 20:19:13.476 | DEBUG    | pipecat.processors.metrics.frame_processor_metrics:stop_ttfb_metrics:50 - ElevenLabsTTSService#0 TTFB: 0.2838602066040039
2025-01-08 20:19:13.480 | DEBUG    | pipecat.transports.base_output:_bot_started_speaking:203 - Bot started speaking
2025-01-08 20:19:13.481 | WARNING  | transcription_buffer_filter_processor:process_frame:40 - BOT SPEAKING
@danthegoodman1
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Sometimes I get a sort of "inverse" behavior where it will stop generating new LLM frames, but instead will just continue to play the TTS that's already been generated

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