ESP32 Voice Commands Processed but LED Unresponsive in MicroPython TinyML Home Automation System

Am developing a home automation voice-controlled system using
MicroPython
and
TinyML
on an
ESP32
microcontroller to recognize specific voice commands ("turn on" and "turn off") for controlling an LED. Why does the LED remain unresponsive even though commands are being processed correctly? Because my Audio data is being received. yet LED does not react to commands.



# Debugging adjustments
def debug_audio_processing():
    # Check microphone status and read sample data
    print("Checking microphone...")
    data = i2s.read()  # Read audio data
    if data:
        print("Audio data received.")
    else:
        print("No audio data.")

debug_audio_processing()
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