An Apple Watch + Whisper Large V3 Turbo gave me superhuman hearing in a noisy airplane cabin. This experiment reveals we're at the threshold of a Real-World API—where AI can perceive and structure reality continuously.
不是我更偏爱o3，是它开始真的主动干活了
o3从问答机器变成真正主动干活的Agent：看图推理修咖啡机、端到端计算拍卖落地成本、分析政策影响、主动优化购买决策，使用量因此暴涨。
It's Not That I Prefer o3, It's That It Actually Started Doing Things Proactively
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.