Industry experts suggest that although single-pass generation remains efficient for routine tasks, high-reasoning AI is becoming essential for complex architectural problems. Companies are advised to route tasks intelligently, reserving advanced multi-step models for critical code while keeping simpler systems for baseline workloads.