---
title: Interactive Explainers
date: 2026-03-17T13:57:54+05:30
categories:
  - education
  - llms
description: Since LLMs can now generate working interactive explainers easily, explanation itself can become more exploratory, visual, and learnable than static text allows.
keywords: [interactive explainers, LLMs, education, concept learning, visualization, adversarial validation]
---

Given how easy it is to create interactive explainers with LLMs, we should totally do more of these!

For example, I read about "Adversarial Validation" in my [Kaggle Notebooks exploration](https://claude.ai/public/artifacts/0ffdb032-5010-4600-99d5-eafc0537bab9). It's the first time I heard of it and I couldn't understand it.

<!-- https://gemini.google.com/app/6b146ad4569747c3 -->

So, [I asked Gemini to create an interactive explainer](https://gemini.google.com/share/b6e566ce96c7):

> Create an interactive animated explainer to teach what adversarial validation is. Provide sample code only at the end. Keep the bulk of the explainer focused on explaining the concept in simple language. ELI15

[Here is the result](https://gemini.google.com/share/c263a646bcc7).

<video controls autoplay loop muted playsinline preload="metadata" width="960" height="500" style="max-width: 100%; height: auto;">
  <source src="https://files.s-anand.net/images/2026-03-17-gemini-interactive-explainer-adversarial-validation.webm" type="video/webm">
  <a href="https://files.s-anand.net/images/2026-03-17-gemini-interactive-explainer-adversarial-validation.webm">Video</a>
</video>

That's such a good explanation that I won't _ever_ forget adversarial validation.

For the next few years, educators are going to have fun, creating _really intuitive_ explanations of lots of concepts. For students _and_ themselves!