From DeepSeek's global disruption to MiniMax's IPO and Alibaba's Apple partnership—here is the data-driven reality of China's AI market in 2025.

An exploration of future AI product forms centered on Tobby OS: eliminating cognitive friction with semantic-to-structure intelligence, passive assistance, intent routing, and humane interfaces that turn everyday language into reliable outcomes.

After Big Tech’s full entry, do personal/small-team AI SaaS still have room to survive? This piece focuses on market structure, moat types, entry space, and the true difficulty of going from 0 to 1, offering a professional, verifiable judgment framework—not an execution plan.

In the next 3–5 years B2B will scale first, while long term B2C is more disruptive. Why this happens, how to plan, and how B2B2C bridges both.

面向 2026 的年度回顧：算力與能效、智能體、跨模態/生成影片、邊緣推理、產業閉環、治理與綠色 AI。