一个以研究文章、思考笔记、项目展示和知识主题为核心的个人网站，关注知识工程、LLM 与认知、精益思维与制造系统。http://139.196.109.86zh-CNhttp://139.196.109.86/notes/ai-agents-as-research-assistantshttp://139.196.109.86/notes/ai-agents-as-research-assistants让 Agent 负责检索、核对和整理，人负责提问和判断——目前最可持续的分工。Sun, 12 Jul 2026 00:00:00 GMTllm-and-cognitionknowledge-engineeringhttp://139.196.109.86/notes/digital-garden-vs-traditional-bloghttp://139.196.109.86/notes/digital-garden-vs-traditional-blog不是"完成度"的区别，而是时间轴和主题轴两种组织方式的区别。Sun, 28 Jun 2026 00:00:00 GMTknowledge-engineeringhttp://139.196.109.86/essays/llm-era-knowledge-engineeringhttp://139.196.109.86/essays/llm-era-knowledge-engineering当大语言模型成为知识的主要消费者之一，知识工程的对象、方法和评价标准都在变化。本文给出一个面向人机共读的知识系统框架。Thu, 18 Jun 2026 00:00:00 GMTMon, 20 Jul 2026 00:00:00 GMTknowledge-engineeringenterprise-aillm-and-cognitionhttp://139.196.109.86/essays/lean-thinking-for-ai-teamshttp://139.196.109.86/essays/lean-thinking-for-ai-teamsWhat manufacturing's lean tradition — small batches, built-in quality, respect for flow — can teach teams shipping LLM-powered products.Sat, 30 May 2026 00:00:00 GMTlean-thinkingenterprise-ai