Finetuning changes all model weights, even when learning a simple behavior. Can we make that change interpretable?
Yes! Sparse Rewiring learns new triggers for neurons, not new outputs. Training just 89 of Qwen3-8B's 442,368 neurons makes an owl persona that matches full SFT!