Made by Nasa Space Apps Contender 2025:
https://www.spaceappschallenge.org/2025/find-a-team/perseverance5/
TL;DR
- Paradigm: Causal Graph Programming (CGP) — you wire functions, not components; the framework auto-detects what each function needs and “snaps” it into a single causal graph (UI ⇄ logic ⇄ effects ⇄ style ⇄ backend).
- Three engines:
- ScrollMesh → component/templating via context auto-wiring (unlimited functions, zero manual wiring).
- ScrollScript → universal signal store (client + server) with actions, watchers, derived signals, time travel.
- ScrollWeave → logic-reactive styling (state/logic drives CSS & animations at runtime).
- Why now: less boilerplate, fewer classes/hooks/providers, more causality visibility.
- Showcase: real-time chat app in < 500 lines (HTML + JS + a tiny server).
- Use cases: dashboards, real-time apps, design systems that react to logic, compact full-stack prototypes.
- One-liner: ScrollForge – Causal Graph Programming: unify state, logic, style, and backend into one reactive graph.
What is “Causal Graph Programming”?
The short version:
Instead of pushing data through props and bouncing events back through callbacks (typical UI frameworks), CGP lets you register as many functions as you want. Each function declares its intent implicitly by its signature (parameters), and the engine auto-provides matching contexts:
- ({ ...stateProps }) => ui → UI renderer (gets state)
- (events, state) => { ... } → event logic
- (state, weave) => { ... } → styling/animation driven by state
- (state, effects) => { ... } → reactive effects
- () => ({ ... }) → initial state provider (…and several more contexts, all optional.)
Order doesn’t matter. Wiring doesn’t exist. The framework assembles a causal graph out of your functions and keeps it live.
**
## Why this is different?
- No props drilling, no provider pyramids, no manual event buses.
- UI, logic, effects, and styles coordinate through shared, reactive signals (ScrollScript) and auto-wired contexts (ScrollMesh).
- Style is not static: ScrollWeave treats CSS as a live system, not a file.
**
The three engines (in one project)
**
1) ScrollMesh — recursive component assembly (auto-wiring):
Write components by passing functions. The engine reads signatures and provides what you need.
import { HTMLScrollMesh } from 'scrollforge/dist/mesh-full.browser.js';
const Counter = HTMLScrollMesh(
// UI (gets state via destructuring)
({ count }) => `<button class="btn">Count: ${count}</button>`,
// Logic (gets events + state)
(events, state) => {
events.on('click', '.btn', () => state.count++);
},
// Initial state
() => ({ count: 0 })
);
Counter.mount('#app');
2) ScrollScript — universal data flow (signals, actions, derived):
Client and server share the same API. Signals update; watchers react; derived signals memoize computed values.
// Create global signals
app.Script.signal('messages', []);
app.Script.signal('username', '');
app.Script.watch('messages', (msgs) => console.log('Count:', msgs.length));
3)** ScrollWeave **— logic-reactive styling
Let state and logic shape style at runtime.
(state, weave) => {
weave.when('.status',
state.online,
{ background: 'rgba(76, 175, 80, .2)' },
{ background: 'rgba(244, 67, 54, .2)' }
);
// Micro-interaction
weave.spring('.btn', { transform: 'scale(1.0)' }, { stiffness: 200, damping: 20 });
};
**The <500-line demo: real-time chat
Using this paradigm, we made a fully working chatapp in under 500 lines of code (present in the github repo at the end).
ScrollMesh Context Auto-Wiring - Deep Dive
The Revolutionary Breakthrough
ScrollMesh Context is the most powerful feature in ScrollForge. It allows you to pass UNLIMITED functions that automatically detect what they need and connect themselves.
How It Works
import { HTMLScrollMesh } from 'scrollforge/mesh';
const component = HTMLScrollMesh(
function1,
function2,
function3,
// ... add as many as you want!
);
The framework:
- Reads each function's signature (parameters)
- Detects what contexts each function needs
- Automatically provides those contexts
- Wires everything together
- NO manual configuration required! ✨
The 8 Available Contexts:
Every function can request any of these contexts by adding them as parameters:
1. state - Reactive State Proxy
Get it by: Adding state as parameter
What you can do:
(state) => {
// READ
const count = state.count;
const name = state.user.name;
// WRITE (triggers re-render!)
state.count++;
state.user.name = 'Jane';
// Deep updates work
state.user.profile.settings.theme = 'dark';
// Arrays
state.items.push(newItem);
state.items = [...state.items, newItem];
}
2. events - Event System
Get it by: Adding events as parameter
What you can do:
(events, state) => {
// Listen to DOM events
events.on('click', '.button', (e) => {
state.count++;
});
events.on('input', '.search', (e) => {
state.query = e.target.value;
});
// Custom events
events.emit('customEvent', { data: 'value' });
events.on('customEvent', (data) => {
console.log('Event:', data);
});
// Remove listener
events.off('click', '.button', handler);
}
3. effects - Side Effects
Get it by: Adding effects as parameter
What you can do:
(state, effects) => {
// Watch state changes
effects.when('count', (count) => {
console.log('Count changed:', count);
document.title = `Count: ${count}`;
});
// Watch with old value
effects.when('status', (newStatus, oldStatus) => {
console.log(`${oldStatus} → ${newStatus}`);
});
// Run once on mount
effects.once('mounted', () => {
console.log('Component mounted!');
});
// Async effects
effects.when('userId', async (userId) => {
const user = await fetchUser(userId);
state.user = user;
});
}
4. weave - Styling (ScrollWeave)
Get it by: Adding weave as parameter
What you can do:
(state, weave) => {
// Apply styles
weave.apply('.element', {
background: 'blue',
padding: '20px'
});
// Conditional
weave.when('.button',
state.isActive,
{ background: 'green' },
{ background: 'gray' }
);
// Animations
weave.fadeIn('.modal', 300);
weave.spring('.card', { transform: 'scale(1)' });
}
5. api - API Calls
Get it by: Adding api as parameter
What you can do:
async (state, api) => {
// Fetch when signal changes
api.when('userId', async (userId) => {
const response = await api.fetch(`/api/users/${userId}`);
const user = await response.json();
state.user = user;
});
// Manual fetch
const response = await api.fetch('/api/data');
const data = await response.json();
state.data = data;
}
6. storage - Persistence
Get it by: Adding storage as parameter
What you can do:
(state, storage) => {
// Save
storage.persist('settings', state.settings);
// Load (async)
const saved = await storage.load('settings');
if (saved) state.settings = saved;
// Remove
storage.remove('settings');
}
WARNING: storage.load() is async - don't use in state function for initial load!
() => ({
todos: JSON.parse(localStorage.getItem('todos') || '[]') // Sync!
}),
(state, effects) => {
effects.when('todos', (todos) => {
localStorage.setItem('todos', JSON.stringify(todos)); // Save
});
}
7. validate - Validation
Get it by: Adding validate as parameter
What you can do:
(validate) => {
validate.rule('email',
(value) => /^[^\s@]+@[^\s@]+\.[^\s@]+$/.test(value),
'Invalid email format'
);
validate.rule('age',
(value) => value >= 18,
'Must be 18 or older'
);
}
8. analytics - Analytics Tracking
Get it by: Adding analytics as parameter
What you can do:
(state, analytics) => {
analytics.track('buttonClicked', () => state.clickCount);
analytics.track('pageView', () => ({
page: state.currentPage,
user: state.username
}));
}
Auto-Detection Rules
The framework detects function type by its signature:
**Signature Detected As Gets**
({ count }) => ... UI Function State (destructured)
(state) => ... Logic/Effect State proxy
(events) => ... Logic Events
(events, state) => ... Logic Events + State
(state, weave) => ... Styling State + Weave
(state, effects) => ... Effects State + Effects
(state, api) => ... API State + API
() => ({ ... }) State Provider Nothing (returns state)
(state, events, weave, effects, api, storage, validate, analytics) => ... All Contexts All 8!
State Function Special Rules
Must have ZERO parameters and return object:
// CORRECT
() => ({
count: 0,
user: { name: 'John' }
})
// WRONG - has parameters
(someParam) => ({
count: 0
})
// WRONG - doesn't return object
() => {
const count = 0;
// Missing return!
}
Can include special properties:
() => ({
// Regular state
count: 0,
email: '',
// Computed properties (auto-update!)
computed: {
doubleCount: (state) => state.count * 2
},
// Selectors (memoized)
selectors: {
evenCount: (state) => state.count % 2 === 0
},
// Middleware (intercept changes)
middleware: {
count: (oldValue, newValue) => {
return newValue < 0 ? 0 : newValue; // Prevent negative
}
},
// Validation (runtime checks)
validate: {
email: (value) => /^[^\s@]+@[^\s@]+/.test(value) || 'Invalid email'
},
// Options
immutable: true, // Freeze state
debug: {
logChanges: true,
breakOnChange: ['count']
}
})
HTMLScrollMesh - Quick Reference
HTMLScrollMesh = ScrollMesh Context + HTML template strings
Basic Pattern:
import { HTMLScrollMesh } from 'scrollforge/mesh';
const App = HTMLScrollMesh(
// UI - Write HTML directly
({ count }) => `<button>${count}</button>`,
// Events
(events, state) => {
events.on('click', 'button', () => state.count++);
},
// State
() => ({ count: 0 })
);
App.mount('#app');
All 8 Contexts Work Identically
HTMLScrollMesh has the SAME context auto-wiring as ScrollMesh:
- (events, state) → Events + State
- (state, weave) → State + ScrollWeave styling
- (state, effects) → State + Side effects
- (state, api) → State + API calls
- (storage) → Storage context
- (validate) → Validation
- (analytics) → Analytics
- () => ({ ... }) → State provider (zero params!)
- Same rules. Same auto-detection. Just HTML instead of JS objects.
HTML Features
({ items, isLoggedIn, user }) => `
<!-- Conditionals -->
${isLoggedIn ? `<p>Hello ${user.name}</p>` : `<p>Login</p>`}
<!-- Loops -->
<ul>
${items.map(i => `<li>${i.name}</li>`).join('')}
</ul>
<!-- Expressions -->
<p>Total: $${(price * quantity).toFixed(2)}</p>
`
Key Difference from ScrollMesh Context:
1. ScrollMesh HTMLScrollMesh
2. { tag: 'div', content: 'Hi' } <div>Hi</div>
3. JS Objects HTML Strings
** Using ScrollWeave with HTMLScrollMesh**
The Pattern:
HTMLScrollMesh(
// UI function
({ count }) => `<button class="my-btn">${count}</button>`,
// Weave function - gets (state, weave) automatically!
(state, weave) => {
// Apply reactive styles based on state
weave.when('.my-btn',
state.count > 10,
{ background: 'green', fontSize: '2rem' }, // If count > 10
{ background: 'blue', fontSize: '1rem' } // Else
);
},
// Other functions...
(events, state) => {
events.on('click', '.my-btn', () => state.count++);
},
() => ({ count: 0 })
);
The framework automatically:
- Detects (state, weave) signature
- Provides state proxy + ScrollWeave instance
- Styles update when state changes
- Zero manual wiring! ✨
How It Works
HTMLScrollMesh(
// Function with (state, weave) parameters
(state, weave) => {
// Framework provides:
// - state: reactive component state
// - weave: ScrollWeave instance (app.Weave)
// Use state to drive styles
weave.apply('.element', {
color: state.isActive ? 'green' : 'gray',
fontSize: state.count > 5 ? '2rem' : '1rem'
});
}
);
// Framework auto-detects parameter names!
Complete Example
const Counter = HTMLScrollMesh(
// UI
({ count, isHigh }) => `
<div class="counter">
<h1 class="display">${count}</h1>
<button class="increment">+</button>
<button class="decrement">-</button>
${isHigh ? `<p class="warning">⚠️ High count!</p>` : ''}
</div>
`,
// Weave - Reactive styling!
(state, weave) => {
// Style changes based on state
weave.when('.display',
state.count > 10,
{
color: 'green',
fontSize: '4rem',
fontWeight: 'bold'
},
{
color: 'blue',
fontSize: '2rem',
fontWeight: 'normal'
}
);
// Button styling
weave.when('.increment',
state.count >= 20,
{ background: '#ccc', cursor: 'not-allowed' },
{ background: '#4CAF50', cursor: 'pointer' }
);
// Animate warning
if (state.isHigh) {
weave.spring('.warning', {
opacity: 1,
transform: 'scale(1)'
});
}
},
// Events
(events, state) => {
events.on('click', '.increment', () => {
if (state.count < 20) state.count++;
});
events.on('click', '.decrement', () => {
if (state.count > 0) state.count--;
});
},
// State
() => ({
count: 0,
computed: {
isHigh: (state) => state.count > 15
}
})
);
Counter.mount('#app');
State changes → Weave updates styles → UI reflects changes! ✨
Key Points
- Get weave context: Add weave as parameter after state
- Signature: (state, weave) => { ... }
- Framework provides: Your app's app.Weave instance automatically
- Use state: Access component state to drive styles
- Reactive: Styles update automatically when state changes
That's it! Just add weave parameter and you get reactive styling!
Links:
- https://www.npmjs.com/package/scrollforge
- www.infernusreal.com -> Portfolio website
Thank you <3, also although I have tested all the features and examples I have shown and even used it to make many small samples, if you find any problems with it, kindly contact me through the number given in the portfolio website!
I am only 16 so hopefully I am not embarrassing myself here, I also just entered Nasa space apps challenge 2025 this year, you can find the link to that page here:
https://www.spaceappschallenge.org/2025/find-a-team/perseverance5/
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