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.
What deserves more attention today is not that a new capability has been added, but how complex work is broken down into manageable steps, how default safety replaces human memory, and how predictions undergo real-world validation.
On freelance pricing: cutting your number is the worst answer to haggling. The cut comes entirely out of profit, and it admits on the spot that your first price was padded. Hold the rate and give away a throw-in that costs you almost nothing but reads as real value, so the client wins on their own ledger. Plus: when this move doesn't work.
The money-making methods you can search for, save, and understand have mostly passed their window already, or were built to filter on the fact that almost no one who reads them will actually do the work. Use them to draw a map, not to copy step by step.
What deserves attention today is not how much automation has run, but whether the complete task has succeeded, who enforces the critical boundaries, and whether the conclusions can withstand independent verification and cross-validation across multiple metrics.
The one-person company is having a moment: one person plus a fleet of AI agents, costs cut to one-twentieth of hiring someone. But after running my own one-person-plus-AI system for two years, I worked out what this business actually lives on: the work that leaks down from upstream. Big companies slice whole functions into outsourced projects, and the one-person company catches the water that trickles to the very bottom layer. Some people take home a million a year doing this; others watch their income shrink by 90%. Plus three signals for reading whether the window is opening or closing.