Prompting, Once and for All: The Skill That Never Fades

For everyday ChatGPT and Claude users. There are two kinds of effort involved in using AI: their job is what model makers are already improving, so tricks that compensate for model weaknesses lose value as models improve; our job is saying what we want clearly. Expression, judgment, and understanding how machines work are skills honed before AI arrived, and they are now worth even more. Let them do their job, and we do ours.

 · September 12, 2026 · Updated September 13, 2026 · 7 min · Guoliang Chen

Natural Language Is the New Programming Language

In the fall of 2022, I told her the compiler couldn’t understand free-form expression. Then ChatGPT arrived. A look at how programming paradigms evolved from 1.0 (humans write rules) to 2.0 (machines find rules in data) to 3.0 (you state the rules in natural language).

 · September 4, 2026 · 4 min · Guoliang Chen