This is much like other advances in computing. Being able to write code that compiled into assembly, instead of directly writing assembly, meant you could do more. Which soon meant you had to do more, because now everyone was expecting it. The internet meant you could take advantage of open source to build more complex software. Now, you have to. Cloud meant you could orchestrate complicated apps. Now you can't not k…
I re-created this system using an RPi5 compute module and a $20 camera sensor plugged into it. Within two hours I wrote my first machine learning [application], using the AI to assist me and got the camera on a RPi board to read levels of wine in wine bottles on my test rig. The original project took me six weeks solid!
Undoubtedly this would have taken longer without AI. But I imagine the Raspberry Pi + camera was easier to set up out-of-the-box than whatever they used 14 years ago, and it's definitely easier to set up a paint-by-numbers ML system in Python.