Watercolor style: A person hands a blurry cloud to an AI, which outputs a structured blueprint—a visual metaphor for the communication bridge from description to code

Part 5: How Non-Coders Use AI to Write Code

This is a supplementary part of the AI Path Advanced Guide L2, teaching non-coders how to use AI to write code. L2 has one final step: making AI write code that actually works. How do you make AI write code you can use? Not a demo that runs once. A script you can drop into your project and run. For someone who doesn’t code, the biggest pain points aren’t “how to write code.” They’re three questions: ...

2026-08-22 · 6 min · Alex Wang
Four watercolor cards forming a role document: IDENTITY, INPUT, OUTPUT, QUALITY

Automating Skill Documents: Four Core Blocks for Tailored AI Workflows

This is Day 14 of the “AI Path: Advanced Upgrade Guide” Week 3 series. Previous post: Day 13 Practice. Project repo: picture-book-pipeline. Introduction In Day 13, I built a skill through six rounds of conversation. A skill is made of role documents, one per role. The agent works from those documents. How you write them directly dictates the quality of the output. A role document has four blocks: identity, input, output requirements, quality requirements. This post goes through each one. What to write, and why. ...

2026-08-12 · 7 min · Alex Wang