Yashwanth-Sahoo/Fire-and-Smoke-detection- ? reverse-engineered prompt

Build me a real time fire and smoke detection app that can spot both fire and smoke in images, videos, and a live webcam feed, and show the results with bounding boxes in a clean Streamlit dashboard.

I want it to use a YOLOv8 model that has already been tuned for this task, with a simple way to switch detection confidence and see the original media next to the annotated output. Please make it work for single images, uploaded videos, and live camera input, and include a way to run training, evaluation, and prediction from scripts too.

If you need to look up the current docs for Streamlit or Ultralytics, go ahead. Keep it practical and lightweight so it can run reasonably well on a laptop or edge device, and make sure the project is easy to install and start from the README instructions.