How o3 transformed from a query-answer machine into a proactive agent that reads diagrams, calculates landed costs, analyzes policy impacts, and even optimizes purchasing decisions.
别再问AI会不会取代你，问你能不能带好AI
真正的问题不是AI会不会取代你，而是你能不能带好AI。三种Agent角色（教练、秘书、搭档）、默契护城河、构建AI-native的世界。
Stop Asking if AI Will Replace You, Ask if You Can Lead AI
The real question isn't whether AI will replace you, but whether you can lead AI. Three agent types (Coach, Secretary, Partner), the rapport moat, and building an AI-native world.
统一工具协议的诱惑：MCP背后的商业与技术博弈
分析MCP解决LLM工具调用标准化痛点的技术优势和Anthropic的商业推动策略，以及开发者何时应该使用MCP、何时可以不用。
The Lure of a Unified Tool Protocol: The Business and Technical Dynamics Behind MCP
Examining why MCP gained popularity for standardizing LLM tool invocation, its technical advantages and limitations, and when developers should adopt it versus building without frameworks.