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	9147
title	Refactor Contributor Model: CamelCase & New Schema Sync
state	Closed
labels	enhancementairefactoring
assignees	tobiu
createdAt	Feb 13, 2026, 3:47 PM
updatedAt	Feb 13, 2026, 3:55 PM
githubUrl	https://github.com/neomjs/neo/issues/9147
author	tobiu
commentsCount	1
parentIssue	9106
subIssues	[]
subIssuesCompleted	0
subIssuesTotal	0
blockedBy	[]
blocking	[]
closedAt	Feb 13, 2026, 3:55 PM

Refactor Contributor Model: CamelCase & New Schema Sync

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

Closed v12.0.0 enhancementairefactoring

tobiu commented on Feb 13, 2026, 3:47 PM

Refactor the DevIndex.model.Contributor class to adhere to Neo.mjs coding conventions (camelCase) and synchronize with the latest backend schema changes.

Objective: Eliminate snake_case fields (technical debt) and expose new data points (heuristics, metadata) to the frontend.

Changes:

Rename Fields:
- total_contributions -> totalContributions
- country_code -> countryCode
- first_year -> firstYear
- last_updated -> lastUpdated
- linkedin_url -> linkedinUrl
- total_commits -> totalCommits
Add New Fields:
- heuristics (mapping: hm, type: Object, default: null)
- isHireable (mapping: h, type: Boolean, default: false)
- hasSponsors (mapping: s, type: Boolean, default: false)
- topRepo (mapping: tr, type: Array, default: null)
- privateContributions (mapping: py, type: Array, default: [])
- twitter (mapping: t, type: String, default: null)
- website (mapping: w, type: String, default: null)
Update References:
- apps/devindex/view/home/GridContainer.mjs (sorters, renderers)
- apps/devindex/view/home/ControlsContainer.mjs (filters)
- apps/devindex/store/Contributors.mjs (sorters)
- apps/devindex/services/LocationNormalizer.mjs (if referenced)

Safety: Ensure all new fields handle undefined values gracefully to support the rolling update of users.jsonl.

tobiu added the enhancement label on Feb 13, 2026, 3:47 PM

tobiu added the ai label on Feb 13, 2026, 3:47 PM

tobiu added the refactoring label on Feb 13, 2026, 3:47 PM

tobiu added parent issue #9106 on Feb 13, 2026, 3:47 PM

tobiu referenced in commit 92254f2 - "refactor(devindex): CamelCase Model & Schema Sync (#9147) on Feb 13, 2026, 3:54 PM

tobiu Feb 13, 2026, 3:54 PM

Input from Gemini 3 Pro:

✦ Refactored DevIndex.model.Contributor and associated Views to use camelCase and sync with the new backend schema.

Changes:

Model (Contributor.mjs):

Renamed total_contributions -> totalContributions

Renamed country_code -> countryCode

Renamed first_year -> firstYear

Renamed last_updated -> lastUpdated

Renamed linkedin_url -> linkedinUrl

Renamed commits_array -> commitsArray

Renamed total_commits -> totalCommits

Added heuristics (hm), isHireable (h), hasSponsors (s), topRepo (tr), privateContributions (py), twitter (t), website (w).

Store (Contributors.mjs):

Updated sorters and filters to use new camelCase names.

Views (GridContainer.mjs, ControlsContainer.mjs):

Updated column dataField references.

Updated filter name references.

Updated onSortColumn interception logic.

Verification:

Country filter logic in ControlsContainer updated (name: 'countryCode').

Grid column renderers updated to access new field names.

This modernizes the frontend codebase and prepares it to display the new AI/Heuristics data.

tobiu assigned to @tobiu on Feb 13, 2026, 3:54 PM

tobiu closed this issue on Feb 13, 2026, 3:55 PM