Rules, Not Weights Mainstream ML fixes the scoring rule and trains the weights. We're exploring the opposite — searching the rule. In mainstream ML, the scoring rule is part of the backbone — softmax over logits, cross-entropy loss, the attention pattern — and iteration works by adapting weights to that fixed rule. From GPT-2 through Llama 3 and Mistral, the pretraining rule is the same:…