---
author: "Umesh Malik"
canonical: "https://umesh-malik.com/blog/tag/simulations"
description: "Explore articles tagged with Simulations by Umesh Malik — AI Engineer, LLM & GenAI Developer. Learn Simulations best practices, practical tips, and in-depth guides."
title: "Umesh Malik's Blog - Simulations Articles | Simulations Tutorials"
tokens: 163
generator: "scripts/generate-page-markdown.mjs"
---

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# Simulations

1 article

 [![The four-step loop for learning a complex topic by having an AI coding agent build an interactive simulation of it](https://umesh-malik.com/blog/learn-complex-topics-claude-code-simulations-cover.png)

AI Coding Agents & DX • Aug 11, 2026

### Learn Complex Topics With Claude Code: Build a Simulation, Not Notes

Learn complex topics with Claude Code by building a small simulation of the mechanism: the 4-step loop, the fact-check gate LLMs skip, and how to ship it free.

8 min read

Read more →](https://umesh-malik.com/blog/learn-complex-topics-claude-code-simulations)