The code changes include renaming the 'category' field from "Cooking Equipment" to "ItemCookingEquipment" in sample_state.json. The documentation has also been updated with more detailed explanations on how the system works, including how to install and use it. A few function signatures were changed and additional explanation comments were included in the counters.py and utils.py files for better code clarity.