Andrej Karpathy reveals a paradigm shift in AI engineering, arguing that forcing LLMs to handle deterministic tasks like file searches leads to rampant errors. His Claude Code architecture delegates execution to specialized tools, reserving AI for contextual decisions—a blueprint for reliable AI-augmented development.