microsim-p5

name	microsim-p5
description	Create an interactive educational MicroSim using the p5.js JavaScript library with distinct regions for drawing and interactive controls. Each MicroSim is a directory located in the /docs/sims folder. It has a main.html file that references the javascript code and the main.html can be referenced as an iframe from the index.md. The metadata.json contains Dublin core metadata about the MicroSim.

Educational MicroSim Creation Skill for P5.js

Overview

This skill guides the creation of Educational MicroSims using the p5.js JavaScript library. MicroSims are lightweight, interactive educational simulations designed for browser-based learning. MicroSims occupy a unique position at the intersection of Simplicity (focused scope, transparent code), Accessibility (browser-native, universal embedding), and AI Generation (standardized patterns, prompt-compatible design).

Standard Context

This MicroSim Skill is designed to create all the required files for running your MicroSim on your website. This microsim skill has been designed to be run within Claude code. The best practice is to startup Claude Code from the command line where you at the root of the GitHub checkout directory. This is one level down from where you ran GitClone. This directory should contain a .git directory. If you don't see a .git directory and a mkdocs.yml file warn the user that the automatic installation process may fail.

We assume that the website has a folder called docs/sims that each MicroSim will be placed in. If you do not see this folder then warn the user.

The p5.js file is also designed to that it can be tested by pasting the JavaScript directly into the p5.js editor site at https://editor.p5js.org/. After the JavaScript file has been generated, indicate to the user that the MicroSim can now be tested.

Purpose

Educational MicroSims transform abstract concepts into visual interactive, manipulable experiences that enable students to learn through exploration and experimentation. Each MicroSim addresses specific learning objectives while maintaining the pedagogical rigor and technical quality necessary for educational deployment.

MicroSims are designed to be referenced by an iframe on an existing website or quickly added to a website or intelligent textbook created with mkdocs. Because MicroSims have strict rules for controls, they can generate xAPI (eXperience API IEEE 9274.1.1-2023) calls so that interaction events in JSON format can be added to a LRS learning Record Store IEEE 1484.20-2024.

Development Process

Step 1: Educational Requirements Specification

Before generating code, articulate the educational purpose:

1. Subject Area and Topic: What specific concept does this simulation teach?
2. Grade Level: Elementary (K-5), Middle School (6-8), High School (9-12), or Undergraduate
3. Learning Objectives: What should students know after using this simulation? (Align with Bloom's Taxonomy: Remember, Understand, Apply, Analyze, Evaluate, Create). This step is critical, since the type of p5 MicroSim generated will depend on this classification.
4. Duration: Typical engagement time (5-15 minutes recommended)
5. Prerequisites: What knowledge must students have before using this?
6. Assessment Opportunities: How can educators verify learning? Can the user see a "Quiz Mode" button on this version?

This information will be documented at the end of the index.md file and also stored in a file called metadata.json that is validated by a JSON Schema at https://github.com/dmccreary/microsims/blob/main/src/microsim-schema/microsim-schema.json

Step 2: MicroSim Implementation with p5.js

Generate a self-contained, interactive p5.js simulation following the standardized MicroSim architecture.
The program is width responsive and the p5.js javascript file we create should run without changes using the p5.js editor for easy testing by the user.

Folder Structure

MicroSims have two properties:

1. MICROSIM_TITLE: A title case string with spaces
2. MICROSIM_NAME: A lower-case string with dashes (kebob case)

Each MicroSim is contained in a folder within the /docs/sims directory. The folder name is $MICROSIM_NAME and has the following contents:

/docs/sims/$MICROSIM_NAME # container folder for MicroSim
/docs/sims/$MICROSIM_NAME/index.md # main index markdown for each MicroSim containing the iframe and documentation
/docs/sims/$MICROSIM_NAME/main.html # main HTML5 file containing the p5.js CDN link and importing the p5.js JavaScript
/docs/sims/$MICROSIM_NAME/$MICROSIM_NAME.js # All the p5.js JavaScript
/docs/sims/$MICROSIM_NAME/metadata.json # JSON file with Dublin core metadata and description of controls

The following steps are an example of generating a new MicroSim within a checked out intelligent textbook built with mkdocs. This skill contains templates for the index.md, main.html, metadata.json and a bouncing-ball.js.

1. A new folder will be created inside the /docs/sims area. The folder name contains only lower case letters and dashes. This will be the MICROSIM_NAME which is the kebab case string.
2. An index.md file will be generated in the folder that describes the MicroSim and contains in iframe reference to the main.html file
3. A small main.html file will contain the title, link to the p5.js library from the CDN and include the MICROSIM_NAME.js file. The main.html file must contain a main HTML element within the body.
4. A file called metadata.json will be created that conforms to the schema at /src/microsim-schema/microsim-schema.json. This will contain the Dublin core elements such as title, subject, author, publication date etc. This file is use so that faceted search engines can find this MicroSim

Technical Architecture Standards

Iframe Structure (REQUIRED)

MicroSims are designed to be called by an HTML iframe. They run in a fixed height region with a variable width. This is an essential requirement and it will impact many design choices you make when generating a MicroSim.

Although the main.html file may have some text outside the <main></main> element such as a link to return to the documentation, this text is minimal so the area taken by the iframe within a textbook is minimized. Putting headers above the <main></main> takes away from the ability to reuse the microsim in many educational contexts where management of screen real-estate is critical.

Here is an example of how a MicroSim is integrated into any course webpage:

<iframe src="https://dmccreary.github.io/microsims/sims/[MICROSIM_NAME]/main.html" height="500pt" width="100%" scrolling="no"></iframe>

The documentation page (index.md) will provide a sample of this iframe statement that makes it easy for the user to copy.

All iframes that enclose a MicroSim are designed to be run in the entire width of their container and non-scrolling. This prevents confusion to the user that sees scrolling regions with scrolling regions of a web page.

Every MicroSim must have two distinct regions of the iframe canvas:

1. A top drawing region with a fixed height called drawHeight. No user interface controls are placed in the drawing region.
2. A user interface controls region below the drawing region that contains buttons and sliders with a fixed height called controlHeight.

The width of the canvas is resized according to the container. It is set initially, but reset in the draw loop when the container has changed. This resize function is called every time the web browser window is resized.

We use this layout pattern:

// Canvas dimensions - REQUIRED structure
let canvasWidth = 400;              // Initial width (responsive)
let drawHeight = 400;                // Drawing/simulation area height
let controlHeight = 50;              // Controls area height
let canvasHeight = drawHeight + controlHeight;
let margin = 25;                     // Margin for visual elements
let sliderLeftMargin = 105;          // Left margin for slider positioning.  This is the sum of the horizontal size of the largest label and value.
let defaultTextSize = 16;            // Base text size

function setup() {
  updateCanvasSize(); // this gets the width of the container we are running in
  const canvas = createCanvas(canvasWidth, canvasHeight);
  canvas.parent(document.querySelector('main'));

  // Create sliders and controls here
  // Position controls relative to drawHeight

  describe('Educational description for screen readers', LABEL);
}

function draw() {
  updateCanvasSize();
  // Drawing area (light blue background)
  fill('aliceblue');
  (, , width, drawHeight);

  
  ();
  (, drawHeight, width, controlHeight);

  
  ();
  (); 
  (, );
  ();
  (, canvasWidth/, margin);
  
  ();
  (, );
  (defaultTextSize);

  

  

}

Note that every MicroSim should have a title centered at the top.

Responsive Design (REQUIRED)

Implement horizontal responsiveness for embedding in various platforms:

function windowResized() {
  updateCanvasSize();
  resizeCanvas(canvasWidth, canvasHeight);
}

function updateCanvasSize() {
  const container = document.querySelector('main');
  if (container) {
    canvasWidth = container.offsetWidth;
    // Reposition all controls to match new width
    // all horizontal sliders much be resized when the container size changes
    if (typeof speedSlider !== 'undefined') {
      // update the size of the slider
      speedSlider.size(canvasWidth - sliderLeftMargin - margin);
    }
  }
}

Visual Design Standards

Color Scheme:

• Drawing area background: 'aliceblue'
• Control area background: 'white'
• Borders: 'silver', 1px width
• Interactive elements: Use high-contrast, colorblind-safe colors

Typography:

Try to avoid using any text smaller than 16pt. We want the MicroSim text to be readable from the back of the classroom.

• Default title size: 36px
• Default text size: 16px
• Control labels: Bold, positioned consistently in the control region
• Value displays: Show current parameter values

Control Patterns

Horizontal Sliders In Control Region (for continuous parameters):

Sliders are create with min, max, default and step parameters.

They are then placed below the drawHeight and X over at the sliderLeftMargin. The width of the slider is controlled by the size method and spans the width of the canvas less the sliderLeftMargin - 15;

Slider Initialization

Sliders are created in the setup() function. All sliders are horizontal sliders.

speedSlider = createSlider(0, 20, 3, 0.1);
speedSlider.position(sliderLeftMargin, drawHeight + 15);
speedSlider.size(canvasWidth - sliderLeftMargin - 15);
speedSlider.input(resetSimulation);

Do not use the style method to change the width of a slider. Only use the `size' method.

Slider Width Responsive Behavior

All horizontal sliders must have their width recalculated using the size if the container width changes.

Slider Label Value Placement

At the end of the draw() function the label and values for the sliders must be updated. They should be placed with a fixed x offset value around 10. The label and value are concatenated together using the JavaScript "+" operator. Each row of label/value/slider controls should be placed below the prior row by 30.

text('Speed: ' + speed, 10, drawHeight+20);
text('Angle: ' + angle, 10, drawHeight+50);

Buttons for Starting and Pausing a Simulation

For example if a simulation has a state global variable isRunning the button can be created like this:

Buttons (for discrete actions):

startButton = createButton(isRunning ? 'Pause' : 'Start');
startButton.position(10, drawHeight + 15);
startButton.mousePressed(toggleSimulation);

Use Checkboxes to Show Additional Optional Information

Checkboxes (for toggle options):

showGridCheckbox = createCheckbox('Show Grid', false);
showGridCheckbox.position(10, drawHeight + 15);

main.html

Our goal is to maintain full compatibility with the p5.js editor. JavaScript code generated should always be paste directly into the p5.js editing tool. This tool uses a standard main.html file that contains a '

` element that holds our canvas. Here is the main.html template that we recommend using:

<!DOCTYPE html>
<html lang="en">
<head>
    <meta charset="UTF-8">
    <title>$SIMULATION_NAME MicroSim using P5.js 1.11.10</title>
    <script src="https://cdn.jsdelivr.net/npm/p5@1.11.10/lib/p5.js"></script>
    <style>
        body {
            margin: 0px;
            padding: 0px;
            font-family: Arial, Helvetica, sans-serif;
        }
    </style>
    <!-- Put your script file name here -->
    <script src="bouncing-ball.js"></script>
</head>
<body>
    <main></main>
    <br/>
    <a href=".">Back to Documentation</a>
</body>
</html>

Customizing the main.html File

The following items must be modified in each main.html file:

1. The pathname to the JavaScript file should be modified to use the name of the JavaScript file in the MicroSim directory.
2. The title element in the body must be modified for each MicroSim.
3. The version number in the CDN path should only be changed if there are problems running the code.

Note that for label placement in the control area, we set both the margin and padding to be 0. We do not use a separate CSS file. This keeps our code simpler.

P5.js Version Updates

Note that this template uses the jsdelivr.net CDN to get the main p5.js library. The version number is hard-coded in this path. If bugs are found one suggestion is to verify that this library is the current one used in the p5.js editor. The following Python code will return the latest version of p5.js.

https://github.com/dmccreary/microsims/blob/main/src/p5-version/p5-version.py

Note that in August of 2026 the default version of p5.js will be 2.x.

Index.md Generation

A template file index.md must be generated for each MicroSim. This file contains metadata in yml format before the header 1 title

Index.md Metadata

---
title: Bouncing Ball
description: A MicroSim of a ball bouncing within the drawing region with a control for changing the speed.
image: /sims/bouncing-ball/bouncing-ball.png
og:image: /sims/bouncing-ball/bouncing-ball.png
twitter:image: /sims/bouncing-ball/bouncing-ball.png
social:
   cards: false
---

Here is an example of the content of the index.md file

# Bouncing Ball

<iframe src="main.html" height="432px" width="100%" scrolling="no"></iframe>

[Run the Bouncing Ball MicroSim Fullscreen](./main.html){ .md-button .md-button--primary }
<br/>
[Edit the Bouncing Ball MicroSim with the p5.js editor](https://editor.p5js.org/dmccreary/sketches/icpiK4UjE)

## Description

[Description of the MicroSim]

## Lesson Plan

[Lesson Plan for Using the MicroSim]

In addition, the following sample iframe should be placed before the description. Make sure to enclose the HTML in triple grave accent characters.

You can include this MicroSim on your website using the following iframe:

<iframe src="https://dmccreary.github.io/microsims/sims/bouncing-ball/main.html" height="432px" scrolling="no"></iframe>

The bouncing ball is the "Hello World!" of the Educational MicroSims. It contains the key elements that shows the power of the width-responsive MicroSims graphics with movement and user interaction. When we design MicroSims, we also want clearly-visible user interface elements in the control area that can control the running of our simulations. This version contains a slider to control the speed of the ball's movement.

Lesson Plan

Both the title and the description should be modified by this SKILL.

These tags are used to create high-quality social media previews when instructors copy the MicroSim links into tools like Zoom chats. The .png image should be created by a human with the same name as the MicroSim. Add are reminder to do this to the user.

Metadata Generation

The MicroSim metadata is stored within the MicroSim folder in a file called metadata.json. The structure of this file is governed by a JSON schema file located at /src/microsim-schema/microsim-schema.json.

Educational Design Principles

1. Focused Scope

Each MicroSim addresses ONE specific learning objective. Do not attempt to teach an entire topic—focus on a single concept, relationship, or phenomenon that benefits from interactive exploration.

2. Immediate Feedback

Students must see the effects of their parameter changes instantly. The simulation should update in real-time as sliders move or buttons are clicked.

3. Transparent Implementation

Code should be readable and well-commented so educators and advanced students can understand the underlying model. Include comments explaining:

• Mathematical equations being modeled
• Physical principles being demonstrated
• Assumptions and simplifications made

4. Progressive Complexity

Start with simple defaults that demonstrate the core concept. Allow students to increase complexity through parameter manipulation.

5. Cognitive Load Management

• Minimize extraneous cognitive load: Keep interface clean and uncluttered
• Optimize germane cognitive load: Focus attention on the educational concept
• Support intrinsic complexity: Provide scaffolding for difficult concepts

Example Learning Objectives by Domain

Physics & Engineering

• Demonstrate relationship between force, mass, and acceleration
• Visualize wave interference patterns
• Explore conservation of energy in colliding objects
• Show effects of gravity on projectile motion

Chemistry & Molecular Science

• Visualize molecular bonding and bond angles
• Demonstrate gas laws (pressure, volume, temperature relationships)
• Show chemical equilibrium and Le Chatelier's principle
• Illustrate phase changes at molecular level

Biology & Life Sciences

• Model population dynamics and predator-prey relationships
• Simulate genetic inheritance patterns
• Demonstrate cell division processes
• Explore ecosystem energy flow

Mathematics & Computer Science

• Explore function transformations (translations, dilations, reflections)
• Visualize geometric constructions and proofs
• Demonstrate probability distributions
• Show algorithmic behavior (sorting, searching, recursion)

Systems Thinking

• Model feedback loops and causal relationships
• Demonstrate stock-and-flow dynamics
• Show emergent behavior in complex systems
• Explore sensitivity to initial conditions

HTML Structure (REQUIRED)

Every MicroSim must be a self-contained HTML file following this structure:

<!DOCTYPE html>
<html lang="en">
<head>
  <meta charset="UTF-8">
  <meta name="viewport" content="width=device-width, initial-scale=1.0">
  <title>MicroSim: [Concept Name]</title>
  <script src="https://cdnjs.cloudflare.com/ajax/libs/p5.js/1.7.0/p5.min.js"></script>
  <style>
    body {
      font-family: Arial, sans-serif;
      margin: 0;
      padding: 20px;
      background-color: #f5f5f5;
    }
    main {
      max-width: 800px;
      margin: 0 auto;
    }
    h1 {
      text-align: center;
      color: #333;
    }
  </style>
</head>
<body>
  <main>
    <h1>[Simulation Title]
  
  

Metadata Requirements

For each MicroSim, generate comprehensive metadata following the Educational MicroSim Metadata Schema:

Dublin Core Elements

• Title: Clear, descriptive name
• Creator: Author(s) name
• Subject: Subject area(s) covered
• Description: 2-3 sentence summary
• Date: Creation date (YYYY-MM-DD)
• Type: "Interactive Simulation"
• Format: "text/html"
• Language: "en" (or appropriate language code)
• Rights: License information (e.g., "CC BY 4.0")

Educational Metadata

• Grade Level: Target age/grade range
• Subject Area: Primary subject (Mathematics, Science, etc.)
• Topic: Specific topic within subject
• Learning Objectives: Bullet list of objectives
• Bloom's Taxonomy Levels: Which cognitive levels are addressed
• Duration: Estimated engagement time
• Prerequisites: Required prior knowledge

Technical Metadata

• Framework: "p5.js"
• Canvas Dimensions: "400×450" (initial)
• Responsive: "Width-responsive"
• Dependencies: "p5.js CDN"
• Accessibility: Features included (keyboard nav, screen reader support)

User Interface Metadata

• Controls: List of sliders, buttons, checkboxes with descriptions
• Parameters: Each parameter's range, default, purpose

Simulation Model

• Model Type: Type of simulation (physics-based, mathematical, agent-based, etc.)
• Variables: List of key variables
• Equations: Mathematical equations used (if applicable)
• Assumptions: Simplifications made for educational purposes
• Limitations: What the model does NOT accurately represent

Quality Standards

Every MicroSim must meet these criteria:

Functionality

• ✅ Runs without errors in modern browsers (Chrome, Firefox, Safari, Edge)
• ✅ Responsive design adapts to different container widths
• ✅ Controls respond immediately to user input
• ✅ Simulation resets cleanly without page reload

Educational Quality

• ✅ Addresses specific learning objectives
• ✅ Provides meaningful interaction (not just animation)
• ✅ Includes educational context (titles, labels, instructions)
• ✅ Accurate representation of underlying concept (within stated limitations)

Code Quality

• ✅ Follows standardized MicroSim architecture
• ✅ Well-commented and readable
• ✅ Uses meaningful variable names
• ✅ Includes describe() function for accessibility

Visual Design

• ✅ Clean, uncluttered interface
• ✅ Consistent color scheme (aliceblue/white/silver)
• ✅ High contrast for readability
• ✅ Professional appearance suitable for classroom use

Common Patterns and Examples

Pattern 1: Parameter Exploration

Students manipulate sliders to see effects on system behavior. Example: Adjust gravity and initial velocity to explore projectile motion.

Pattern 2: Comparative Visualization

Show two scenarios side-by-side for comparison. Example: Compare sorting algorithms (bubble sort vs. quicksort).

Pattern 3: System Evolution

Observe how a system changes over time, with play/pause/reset controls. Example: Population growth with birth/death rates.

Pattern 4: Interactive Construction

Students build or modify structures to understand relationships. Example: Construct geometric shapes to explore area/perimeter relationships.

Pattern 5: Data Visualization

Transform abstract data into visual representations students can manipulate. Example: Interactive histogram showing probability distributions.

Workflow Integration

For Educators Creating MicroSims:

1. Identify specific learning objective
2. Describe desired simulation in natural language
3. AI generates initial implementation following these standards
4. Educator previews and requests refinements
5. Metadata generated automatically
6. Deploy to learning management system via iframe

For Students Extending MicroSims:

1. Start with existing MicroSim
2. Modify parameters or add features
3. Observe how changes affect behavior
4. Document observations and learning

Deployment Considerations

iframe Embedding (Universal Deployment)

MicroSims are designed to be embedded in any web page with a single HTML line:

<iframe src="https://dmccreary.github.io/microsims/sims/bouncing-ball/main.html"
        height="432"
        scrolling="no">
</iframe>

For the height, it should be the sum of the drawHeight and the controlHeight plus 2.

Learning Management System Integration

MicroSim should be designed to be easily integrated with any website that supports the HTML iframe element.

• Compatible with Canvas, Blackboard, Moodle, Google Classroom
• No server-side requirements
• Works in restricted network environments
• Mobile-friendly for tablets and smartphones

xAPI Integration (Optional)

For learning analytics, MicroSims can emit xAPI statements:

• Button clicks, slider adjustments
• Time spent on task
• Parameter exploration patterns
• Performance on embedded assessments

Pedagogical Context

Research Foundation

Educational simulations demonstrate consistent benefits:

• 15-25% improvement in conceptual understanding
• 30-40% reduction in time to mastery
• 25-35% increase in student engagement

Effective Use Strategies

• Guided Exploration: Provide 2-3 open-ended questions to focus investigation
• Predict-Test-Observe: Have students predict before manipulating
• Collaborative Learning: Pairs/groups discuss observations
• Scaffolded Challenge: Progress from simple to complex parameter spaces

Common Pitfalls to Avoid

• ❌ Too many controls (cognitive overload)
• ❌ Unclear cause-and-effect relationships
• ❌ Animation without interactivity
• ❌ Over-simplification that creates misconceptions
• ❌ Inaccessible interface (poor contrast, no keyboard support)

Example MicroSim: Bouncing Ball (Physics)

Educational Purpose

Demonstrate effects of gravity and elasticity on projectile motion, illustrating energy conservation and loss.

Learning Objectives

• Understand relationship between gravitational acceleration and trajectory
• Observe energy loss in non-elastic collisions
• Apply physics concepts to predict behavior

Implementation Highlights

// Core physics model
velocity.y += gravity; // Acceleration due to gravity
position.add(velocity);

// Collision detection and response
if (position.y >= height - radius) {
  position.y = height - radius;
  velocity.y *= -elasticity; // Energy loss on bounce
}

Controls Provided

• Gravity slider (0-2 m/s², default: 0.5)
• Elasticity slider (0-1, default: 0.7)
• Start/Pause button
• Reset button

This example demonstrates all core MicroSim principles: focused scope, transparent physics, immediate feedback, and clean interface.

Continuous Improvement

Iteration Based on Use

• Collect feedback from educators and students
• Observe which parameters students explore most
• Identify common misconceptions revealed by interactions
• Refine based on actual classroom use

AI-Assisted Refinement

After initial generation, iteratively improve through prompts like:

• "Add a slider to control [parameter]"
• "Show the current velocity value"
• "Include a graph showing energy over time"
• "Add a grid to help students measure distances"

Inclusion in the mkdocs Navigation System

After the files have been created the next step is to include the MicroSim in the mkdocs navigation system. This is done by adding a single line to the mkdocs.yml file located in the home directory of the GitHub repository. The mkdocs.yml file contains a nav element. Within that there will be a section for all the MicroSims.

nav:
  [text omitted...]
  - MicroSims:
    - List of MicroSims: sims/index.md
    - MicroSim Name 1: sims/name-1/index.md
    - MicroSim Name 2: sims/name-2/index.md

  [text omitted...]

The best practice is to add the new MicroSim you just created at the end of the MicroSims like this:

nav:
  [text omitted...]
  - MicroSims:
    - List of MicroSims: sims/index.md
    - MicroSim Name 1: sims/name-1/index.md
    - MicroSim Name 2: sims/name-2/index.md
    - NEW_MICROSIM_NAME_HERE: sims/name-in-kebab-case/index.md

  [text omitted...]

Zip Packaging (Optional)

By default, a zip package is not created unless the user requests it.

If the users requests "create a package" or "create a zip package", then after you generate a MicroSim with the required files, create a zip file that the user can download. Then return the following instruction:

Congratulations! Your MicroSim zip file has been generated and is ready for testing. The best way to instal this is to run the following commands using the bouncing-ball example:

cd /doc/sims
unzip bouncing-ball.zip

Testing Deployment

If you are going to test the MicroSim within mkdocs site you can also do the following:

# move the zip file out of the way so it does not get copied to the web site
mv bouncing-ball.zip /tmp
# edit the mkdocs.yml file
open ../../mkdocs.yml
# test your code locally
mkdocs serve
# go to the right link: http://localhost:8000/[GITHUB_DIR_NAME]/sims/[sim-name]/
# check in your code with git
# deploy your new microsim to production!
mkdocs gh-deploy

Then make sure that the site navigation (mkdocs.yml) file includes the link to this new MicroSim.

Conclusion

Educational MicroSims represent a powerful convergence of pedagogical effectiveness, technical accessibility, and AI-generation capability. By following these standards, any educational concept that benefits from interactive exploration can be transformed into a high-quality, embeddable, reusable learning tool.

The key is maintaining focus: one concept, clear interactions, immediate feedback, transparent implementation. Each MicroSim should feel carefully crafted, pedagogically sound, and ready for deployment in real educational contexts.

---

For Anthropic Claude Code: When creating MicroSims, always reference the comprehensive rules in .cursor/rules/microsims.mdc and follow the metadata schema in src/microsim-schema.json. Each MicroSim should feel like a polished educational tool developed by expert instructional designers and developers working at the top of their field.