What is the 'Neural Link'?

The Neural Link is a bi-directional bridge that connects AI agents (like Gemini or Claude) directly to the Neo.mjs runtime. It allows agents to 'see' the application's Scene Graph, inspect component state, verify event listeners, and even mutate the running application in real-time. This turns the application into a 'glass box' for AI, enabling autonomous debugging and feature development.

Why is Neo.mjs called an 'Application Engine' instead of a framework?

Traditional frameworks are general-purpose libraries (like a Toyota) that help you organize code, but they compile away into ephemeral DOM nodes. Neo.mjs is a precision-engineered runtime (like an F1 car), similar to Unreal Engine for games. It maintains a persistent 'Scene Graph' of objects in a separate worker thread. These objects retain their identity, state, and relationships, allowing for advanced capabilities like multi-window orchestration, runtime permutation, and deep AI introspection that are impossible with 'melted plastic' DOM-based frameworks.

What is 'Context Engineering'?

Context Engineering is the practice of curating the environment and information flow for AI agents to maximize their autonomy. In Neo.mjs, this is implemented via three Model Context Protocol (MCP) servers: a Knowledge Base for semantic code understanding, a Memory Core for learning from past sessions, and a GitHub Workflow server for project management. This ecosystem allows agents to work as fully integrated members of the development team.

What is 'Object Permanence' in the context of Neo.mjs?

In Neo.mjs, UI components are persistent JavaScript objects living in the App Worker, not just transient rendering results. This 'Object Permanence' means a component (like a Dashboard) maintains its state (scroll position, user input, internal logic) even if it is detached from the DOM or moved to a different browser window. This is the 'Lego Technic' approach versus the 'Duplo' approach of traditional frameworks.

What is an 'Agent Operating System'?

Neo.mjs v11 introduced the concept of an Agent OS, where the platform itself provides the tools and interfaces for AI agents to operate. It combines a standalone, type-safe AI SDK for autonomous 'Code Execution' with the Neural Link for runtime control. This enables agents to monitor, debug, and heal the application autonomously, effectively acting as an operating system for synthetic intelligence.

How does Neo.mjs handle multi-window applications?

Neo.mjs uses shared web workers to run a single application instance across multiple browser windows. All windows share the same application state and data in real-time. Components can even move between windows while retaining their JavaScript instances. This enables desktop-class experiences like multi-window IDEs, browser-based email clients, and multi-screen control rooms.

What makes Neo.mjs different from React, Angular, or Vue?

Neo.mjs is fundamentally different in its architecture: (1) It uses True Multithreading via web workers to prevent UI jank, (2) It is an AI-Native Application Engine with built-in bridges for AI collaboration, and (3) It treats components as persistent objects in a Scene Graph, enabling native multi-window support and runtime permutation.

Frontmatter

id	5711
title	Learning Section: Define the Scope for version 1
state	Closed
labels	enhancementno auto close
assignees	maxrahder
createdAt	Aug 6, 2024, 9:56 AM
updatedAt	Jun 29, 2025, 4:25 PM
githubUrl	https://github.com/neomjs/neo/issues/5711
author	tobiu
commentsCount	2
parentIssue	null
subIssues	[]
subIssuesCompleted	0
subIssuesTotal	0
blockedBy	[]
blocking	[]
closedAt	Jun 29, 2025, 4:25 PM

Learning Section: Define the Scope for version 1

Name: Neo.mjs Application Engine
Author: Neo.mjs

Closed v10.0.0-beta.2 enhancementno auto close

tobiu commented on Aug 6, 2024, 9:56 AM

@maxrahder: this is your most important item as the product owner of the learning section.

while i just opened a couple of tickets, it is far from complete.

you need to decide what the scope should be, open new tickets as needed. i can help out with working on specific items.

tobiu added the enhancement label on Aug 6, 2024, 9:56 AM

tobiu assigned to @maxrahder on Aug 6, 2024, 9:56 AM

Dinkh Aug 10, 2024, 6:11 PM

@tobiu and @maxrahder for version 1 I would like to keep the learning section as is. As soon as people start to ask for more, we should start adding content.

For now I would like to add only "please ask if you would like to see this section filled" for those parts we have not been filled yet. Other than that, more is not in our focus for now.

tobiu added the no auto close label on Oct 7, 2024, 11:52 PM

tobiu Jun 29, 2025, 4:25 PM

closing the ticket as obsolete.

tobiu closed this issue on Jun 29, 2025, 4:25 PM