从性能SUV换到劳斯莱斯库里南后，发现人和车相互塑造影响，油门刹车调校、底盘滤震和路感都在潜移默化改变驾驶风格和心态。
Articles by grapeot
A Middle-Aged Man's Reflections on Changing Cars
How switching from a performance SUV to a Rolls-Royce Cullinan changed my driving style, revealing the mutual influence between users and products through throttle, chassis, and road feel.
从上下文失忆到文档驱动开发：突破Agentic AI的项目规模陷阱
Agentic AI在5000行以上代码失效的根本原因是上下文窗口限制。解决方案：用文档驱动开发作为长期记忆，支持多Agent协作和人机配合工作流。
From Context Amnesia to Document-Driven Development: Overcoming the Project-Scale Trap in Agentic AI
Agentic AI fails above ~5000 lines due to context window limitations. Solution: document-driven development as long-term memory, enabling multi-agent collaboration and human-AI workflow.
Manus爆火的背后，Agentic AI产品如何构筑持久的竞争优势？
分析Manus如何打通调研和生成链路实现端到端体验，以及Agentic AI产品在工具、数据和智能三个维度的复利效应如何构筑持久护城河。