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该论文探讨了将经典符号式文档自动化（如专家系统风格的法律文档工具）与生成式AI相结合的神经符号方法，并报告了使用大语言模型识别和修复普通人撰写的法律文本中问题的初步实验。
Meta has built an AI agent that acts as a secondary expert in domains, using a knowledge architecture and self-improvement loop to capture and share institutional knowledge, saving time for subject matter experts.
Paper Pilot is a human-in-the-loop expert system designed for evidence-traceable scientific manuscript generation, using approval gates and audit logs to ensure accountability and prevent fabrication in AI-assisted research workflows.
The article draws parallels between the 1980s AI hype cycle centered on Lisp machines and expert systems and the current AI boom with LLMs, warning about historical patterns of overpromise and subsequent disillusionment.