Recovery speed measures today's response. Real efficiency means fewer repeat alerts and less manual work.
Easton Hua / 老花
A field notebook on AI, tools, platform rules, global opportunities, and the practical economics behind them.
I am Easton Hua, a small-company IT manager in Shanghai. This site is for readers who need grounded judgment, not hype: engineers, small teams, indie builders, and curious readers trying to understand what new technology actually changes.
Recovery speed measures today's response. Real efficiency means fewer repeat alerts and less manual work.
AI changes the price of standardized tasks before it replaces whole occupations.
Understanding rules is not the same as following them. Audit twenty decisions before calling your habits a system.
Apollo spent eight years growing on Reddit, then shut down when API economics changed. Independent products need assets they can carry away.
A secondary-market purchase usually pays the previous holder, not the company. Trace the money and value chain before trusting conviction.