However, production-grade software requires strict adherence to structural constraints, such as architectural patterns, databases, and object-relational mappings.
大多数人认为只要代码功能正确,LLM生成的代码就足够好,但作者强调生产级软件需要严格遵守结构约束,这与当前只关注功能正确性的主流评估标准形成鲜明对比。
However, production-grade software requires strict adherence to structural constraints, such as architectural patterns, databases, and object-relational mappings.
大多数人认为只要代码功能正确,LLM生成的代码就足够好,但作者强调生产级软件需要严格遵守结构约束,这与当前只关注功能正确性的主流评估标准形成鲜明对比。
most existing large language model agent systems face severe limitations in data-intensive settings, including context saturation, cascading error propagation, and high end-to-end latency
主流观点认为大型语言模型代理系统在处理复杂数据任务时表现出色,但作者指出它们在数据密集型环境中存在严重局限性,挑战了LLM代理系统的普遍有效性假设。