Post 3 ended with three numbers: 97.4% test accuracy, 100% precision, 0 false positives. All of it measured on a MacBook.

That was enough to prove the model could learn first crack. It did not prove the model could run where I needed it: next to a coffee roaster, on a Raspberry Pi 5, listening through a USB microphone during a live roast.

The...