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一位有五年实时AI助手构建经验的工程师总结了生产级Agent系统的四条关键经验：可视化流程图、预设人工审批环节、集中管理模型选择、以及预先设计模型出错时的处理机制，并附带了一个公开的参考实现项目。
A tweet highlights Andrej Karpathy's claim that prompting is becoming obsolete in favor of agent graphs, noting he built a graph from scratch in 69 minutes to show it as the emerging structure for agentic systems.
The author shares lessons learned from building agent graphs, highlighting the pitfalls of parallelism in cyclic workflows and advocating for sequential dependent checks and mechanisms to challenge feedback for better efficiency.
NVIDIA CEO Jensen Huang describes a shift in AI engineering from prompt writing to building and running agent graphs, predicting this as a defining trend for 2026.