A diagnostic bench around a six-layer network that sorts Sidama coffee beans into three grades. Lamps show dead neurons, red bars show each layer's gradient, and two quick tests check it can memorise one batch and pick a learning rate. Then plant three classic bugs and watch the instruments catch them. This lesson needs JavaScript.