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TOOLS

Designing interactive learning tools on the web

Why playgrounds beat walls of text — and how to ship them without a backend ML bill.

Published · Updated · 10 min read

Make the user do something

Scoring a prompt, checking a launch list, or copying a snippet creates retention. Passive reading alone rarely builds skill.

Client-side first

Rule-based scoring, local storage, and templates can teach a lot before you need paid APIs. Privacy improves too — nothing leaves the browser.

Teach beside the tool

Pair every playground with weak/strong examples and a short method. Tools without teaching become toys.

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