How do I achieve a fully functional voice-controlled system with reliable command recognition

How do i achieve a fully functional voice-controlled system with reliable command recognition and LED control?

Am done with my project on 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. It runs smoothly as intended with no errors but sometimes doesn't respond to the voice command, how can i achieve consistent voice recognition and
LED
control with the
ESP32
, leveraging TinyML and MicroPython.
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