Series

SKAI is the Limit?

SKAI is my journey as a Product Manager, exploring what it means to build with AI in real situations.

Through a series of experiments, I look at where AI fits and how it balances with human input to accelerate development.

Published

The problem that led to The Playground

A volunteer project took on a life of its own, and scaling it into SaaS required solving a UX testing problem that didn't have an off-the-shelf answer.

Read time · ~5 min


Published

Glowing icons of the eight tools that built Playground — Claude, ChatGPT, Claude Design, GitHub, VS Code, Astro, Netlify, and Microsoft Clarity — connected by threads of gold light.

The stack: eight tools, four days, zero lines of code

I didn't have a design problem, I had a design-validation problem. Building our own UX testing tool in four days would solve it.

Read time · ~5 min


Published

Four days to build the Playground. A month to design what went inside it.

Building the Playground took four days. Designing the eight prototypes inside it took a month, with a designer in the loop the whole way. AI changed my access, not my expertise.

Read time · ~5 min


Bonus

Deciding what's in my AI toolkit (for now)

An honest look at the AI tools that earned a spot on my team this week, the ones that didn't, and the three questions I ask before letting anyone new in.

Read time · ~5 min


Bonus

How I use two AIs to sharpen my product thinking

Six observations from working with two AI models at once. The second tool is the cheapest course correction I've found.

Read time · ~5 min


Bonus

How I keep myself in the loop

Every prompt guide says be specific. This is the case for staying open a little longer, describing the problem space before the answer, and keeping a human in the choosing.

Read time · ~5 min


Why this series

A record of building with AI, honestly.

Not a tutorial. Not a pitch. A closer look at where AI tools accelerate real work, and where they still need a human to notice what matters.