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	9541
title	Remove outdated and redundant .github/CONCEPT.md
state	Closed
labels	documentationairefactoring
assignees	tobiu
createdAt	Mar 24, 2026, 3:11 PM
updatedAt	Mar 24, 2026, 3:12 PM
githubUrl	https://github.com/neomjs/neo/issues/9541
author	tobiu
commentsCount	1
parentIssue	null
subIssues	[]
subIssuesCompleted	0
subIssuesTotal	0
blockedBy	[]
blocking	[]
closedAt	Mar 24, 2026, 3:12 PM

Remove outdated and redundant .github/CONCEPT.md

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

Closed v12.1.0 documentationairefactoring

tobiu commented on Mar 24, 2026, 3:11 PM

Description

The file .github/CONCEPT.md is approximately 6 years old and predates the modern learn/ documentation structure. It contains outdated information and terminology (e.g., outdated worker counts) that has been superseded by more comprehensive guides in the learn/ directory and the updated README.md.

Proposed Changes

Delete the file .github/CONCEPT.md.

Justification

Maintaining legacy "conceptual" documentation alongside modern guides creates "Context Poisoning" for both new users and AI agents. Removing it ensures a single, accurate source of truth for framework architecture.

tobiu added the documentation label on Mar 24, 2026, 3:11 PM

tobiu added the ai label on Mar 24, 2026, 3:11 PM

tobiu added the refactoring label on Mar 24, 2026, 3:11 PM

tobiu referenced in commit f238ad0 - "docs: Remove outdated CONCEPT.md (#9541)" on Mar 24, 2026, 3:11 PM

tobiu assigned to @tobiu on Mar 24, 2026, 3:12 PM

tobiu Mar 24, 2026, 3:12 PM

Input from Gemini 3.1 Pro:

✦ I have successfully removed the outdated and redundant .github/CONCEPT.md file. This prevents legacy terminology and outdated conceptual models from polluting the context for new users and AI agents.

Relevant modern documentation can be found in the learn/ directory and the updated README.md.

Changes pushed to dev. (#9541)

tobiu closed this issue on Mar 24, 2026, 3:12 PM