Core Idea - The industry should not naively compile an LLM (Large Language Model) into a circuit [1] - The industry should exploit structure for efficiency [1] Optimization Strategies - The industry should use custom efficient constraints for linear operations like MatMul and LayerNorm [1] - The industry should use fused constraints for nonlinear operations like GELU to reduce complexity [1] - The industry should adopt a parallel-friendly layout to maximize modern prover hardware utilization [1]