The decision
A choice over actions (pick the item, skip it, move to the next bin, stop and alert) and a noul question, "the path ahead is clear". The state is a short text built from sensor readings and a vision model's labels.
How to build it
- Turn the sensors' output into a few lines of text every cycle.
- Run a small encoder model on the device. Julia 1 is 144M parameters.
- Act on the top choice only above a threshold, and fall back to a safe default below it.
- Log every cycle, with the decision and what happened next.
Make it better
Put it on a ROS 2 node and record a 60-second demo. Robotics communities share demos widely, and it shows why a decision needs a probability.