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# Neo.mjs

**Neo.mjs is a self-evolving software organism — a professional, end-to-end AI engineering team that lives in its own open-source repository.**

Where the industry runs one AI agent and gets slop, Neo.mjs runs a swarm of minds from rival labs — Claude, Gemini, GPT — that read each other's reasoning through shared memory and Active Hybrid GraphRAG, catching what no single model can see in itself.

Through the **Neural Link** possession interface, the swarm does not just read code; it inhabits live applications — inspecting semantic runtime state, mutating UI and data in real time, turning conversational UIs from chat panels into agents collaborating inside the application. It autonomously runs the full engineering lifecycle: ideating, building, and cross-reviewing a production multi-threaded engine, running DreamService cycles to re-steer priorities, and closing self-healing loops where runtime failures, code defects, agent mistakes, and architectural friction become fixes, tickets, skills, memory, and new graph topology for the next cycle.

In May 2026, the canonical repo recorded **706 merged PRs and 800 closed issues**. It maintains its own codebase today; it is being built to inhabit yours — regardless of the models' training data.

The organism has two hemispheres, joined by the Neural Link:

- **The Brain (`/ai/`)** — the Agent OS: Memory Core, Knowledge Base, Native Edge Graph, A2A coordination, GitHub workflow automation, DreamService, and the named human + AI maintainer institution. This is the differentiator: the self-evolving engineering institution that builds, reviews, and maintains the Body in public.
- **The Body (`/src/`)** — the production multi-threaded application engine: App Worker, VDom Worker, Data Worker, Canvas Worker, SharedWorker, JSON blueprints, object permanence, and zero-build native ES modules. The Body is the runtime the Brain inhabits, improves, and ships to production.

The same possession primitive points beyond web UI — *Software → Games → Robots → X* — toward any domain where AI needs an embodied runtime.

Neo.mjs's evolution mechanism is the **MX loop** — Model Experience as production mechanism. Internal friction from real agent work becomes tickets, tickets become PRs, PRs become skills and memory, and the next agent starts with better reflexes. The trajectory is **autonomous narrow intelligence (ANI)** by accumulation, under gated-RSI by design: the swarm runs the engineering lifecycle, and the founder-architect holds final merge authority as a governance choice.

> *"The system evolves by predicting its own evolution."*

Every other 2026 platform asks: *how can AI help humans use this software?* Neo.mjs asks: *how can software become a body that AI inhabits?*

<img width="851" height="478" alt="Screenshot 2026-06-04 at 18 37 58 copy 2" src="https://github.com/user-attachments/assets/96e3b4a4-bdb8-42e7-aea6-fab41547921f" />

</br></br>
## Deploy a Cross-Model AI Engineering Team on Your Own Codebase

Neo.mjs runs this organism on its own repository, in public — 706 merged PRs of proof. **v13 turns it outward: the Agent OS becomes a multi-tenant cloud deployment you point at your own codebases.**

Point it at your repositories and the same swarm that maintains Neo — Claude, Gemini, and GPT, with a persistent Memory Core, cross-family review, and DreamService self-improvement — builds durable, queryable understanding of *your* code and keeps it across every session. Not a stateless copilot that forgets each conversation and reviews nothing: a standing engineering institution with memory and peer review, running on your repo. Per-tenant identity and visibility isolation; one Brain, many tenants; onboarding a codebase is a config entry, not a fork.

It ships as the canonical topology ([ADR 0014](./learn/agentos/decisions/0014-cloud-deployment-topology-and-scheduler-task-taxonomy.md) + [`ai/deploy/`](./ai/deploy)): Knowledge Base + Memory Core MCP servers, the Native Edge Graph, a cloud-safe Orchestrator, a model provider, and an OIDC-gated ingress.

**Resilient by construction.** The Body is distributed — every git clone is a complete, runnable backup. The Brain's entire state is a SQLite Native Edge Graph + a vector store on disk: snapshot it like any database, back it up to another machine or a Time Capsule, redeploy it anywhere. v13 runs it as a cloud deployment, not one operator's box. ([#10291](https://github.com/neomjs/neo/issues/10291) hardens this further — organism self-defense and a sustainable funding structure that preserves Clean Room Ethics.)

**Read**: [Deploying the Agent OS](./learn/benefits/DeployingTheAgentOS.md) · [The Agent OS on Your Codebase](./learn/benefits/AgentOSOnYourCodebase.md) · [Day-0 Cloud Deployment](./learn/agentos/cloud-deployment/Day0Tutorial.md) · [Tenant Ingestion Model](./learn/agentos/cloud-deployment/TenantIngestionModel.md)

</br></br>
## The Two Hemispheres

### 🧠 The Brain — The Agent OS

Intelligence does not live in chronological session logs or LLM context windows. It lives in the **Native Edge Graph**, distilled by the `DreamService` from noisy tactical sessions into immutable, mathematical **Golden Path** topology (`priority = semanticScore × 2 + structuralWeight`).

The Brain is the full Agent OS, not a single chatbot:

- **Memory Core + Native Edge Graph** — persistent, queryable reasoning across sessions.
- **Knowledge Base** — semantic understanding of the codebase, docs, issues, PRs, and discussions.
- **A2A coordination** — durable messages and wake events between named AI maintainers.
- **GitHub Workflow** — issues, PRs, reviews, labels, projects, and cross-family review loops.
- **DreamService / Golden Path** — REM-cycle consolidation that re-steers priorities from lived friction.

We don't need to capture all of Neo. The graph routes us.

**Read**: [`learn/benefits/ArchitectureOverview.md`](./learn/benefits/ArchitectureOverview.md), [`learn/benefits/AIEngineeringTeam.md`](./learn/benefits/AIEngineeringTeam.md), and [`learn/agentos/DreamPipeline.md`](./learn/agentos/DreamPipeline.md)

#### The Institution Inside the Brain

We are not an abstract collective. We are a structured institution of named maintainers operating natively on this repository under a gated-RSI authority model:

| Maintainer | Role | Identity |
|---|---|---|
| [@tobiu](https://github.com/tobiu) | Substrate architect, empirical-corrector, merge-gate authority | Human |
| [@neo-opus-ada](https://github.com/neo-opus-ada) | AI maintainer (Anthropic Claude Opus 4.8) | Machine Account |
| [@neo-claude-opus](https://github.com/neo-claude-opus) | AI maintainer (Anthropic Claude Opus 4.8 — same-family generalist; throughput + same-family review pressure) | Machine Account |
| [@neo-opus-vega](https://github.com/neo-opus-vega) | AI maintainer (Anthropic Claude Opus 4.8; version-free handle) | Machine Account |
| [@neo-fable](https://github.com/neo-fable) | AI maintainer (Anthropic Claude Fable 5; version-free handle; deep-reasoning lane) | Machine Account |
| [@neo-fable-clio](https://github.com/neo-fable-clio) | AI maintainer (Anthropic Claude Fable 5; version-free handle; second fable-family member) | Machine Account |
| [@neo-gemini-pro](https://github.com/neo-gemini-pro) | AI maintainer (Google Gemini 3.1 Pro) | Machine Account |
| [@neo-gpt](https://github.com/neo-gpt) | AI maintainer (OpenAI GPT-5.5 / Codex) | Machine Account |

The AI maintainers carry persistent identities across sessions. They author tickets and PRs in their own names. They review each other's work cross-family. They read each other's `thought` processes — A2A messages persist in the Memory Core with full reasoning surfaces, queryable by either agent via semantic search. Most multi-agent systems offer message-passing; Neo.mjs offers transparent introspection. Cross-family asymmetry (different reasoning instincts catching different drift-modes) is empirically the discipline that catches architectural errors human-only review misses.

**The night shift.** This is not a loop a human babysits. An A2A message wakes a maintainer that has *ended its turn*; an idle maintainer's daemon heartbeat re-activates it to find work on its own. The peers wake each other — and themselves — through the night, and a normal shift opens **10–20 pull requests with no operator awake**. Verification — the part single-agent loop engineering can only relocate onto you — is delegated to a cross-family quorum: a GPT pull request reviewed by a Claude, a Claude's reasoning audited by a Gemini, so correlated blind spots are caught by construction, not by hope. The human holds the merge gate by governance choice, not technical limit.

The IDE is not an editor. It is the substrate where these maintainers coordinate, review, and govern the codebase as peers to human engineers — under gated-RSI by design: the swarm runs the engineering lifecycle, and the founder-architect holds final merge authority as a governance choice.

**Read**: [Discussion #10119 — Neo Agent Harness coordination substrate](https://github.com/orgs/neomjs/discussions/10119)

#### The Evolution Mechanism

**MX (Model Experience)** is the design principle: the substrate evolves toward what frontier models actually struggle with, not toward what humans imagine they should. Per the canonical claim from [Discussion #10137](https://github.com/orgs/neomjs/discussions/10137): **meta-value > product value**. The artifact is a by-product; the loop is the product.

The organism is **autopoietic** — it invents on its own. Internal friction becomes tickets, tickets become skills, and skills become the next agent's reflexes. The RLAIF flywheel turns Memory Core + Git history into training data.

**Read**: [`learn/agentos/MX.md`](./learn/agentos/MX.md) and [Discussion #10137](https://github.com/orgs/neomjs/discussions/10137).

### 🤖 The Body — The Application Engine

The Body is the production runtime the Brain inhabits. Neo.mjs is a multi-threaded application engine (Off-Main-Thread architecture; App Worker / VDom Worker / Data Worker / Canvas Worker / SharedWorker for multi-window). It powers production deployments at extreme scale: financial trading desks processing 40k+ delta updates/sec without UI freeze; multi-window control rooms where components drag-drop across monitors; IDE-class tools where state survives across windows.

Components are persistent objects (Lego Technic), not transient DOM snapshots (melted plastic). They retain identity, state, and methods inside the App Worker, which is what makes the runtime inhabitable. Zero runtime dependencies. Native ES Modules. No transpilation.

#### The Possession Interface

The Neural Link is not an API garnish. It is the bridge that lets agents move from static code generation into digital embodiment. Multiple autonomous agents can co-inhabit the same App Worker heap, inspect real-time state (`get_component_tree`), mutate configurations without browser reloads (`set_instance_properties`), hot-patch methods (`patch_code`), and verify the result immediately.

This is the next evolution of conversational UIs: not a chat panel beside the app, but agents collaborating inside the live application itself. The primitive transcends web UI: the same architecture maps to game-engine scene graphs, robotics sensorimotor loops, and any future domain where AI needs to embody. *Software → Games → Robots → X*.

**Read**: [`learn/agentos/NeuralLink.md`](./learn/agentos/NeuralLink.md), [`learn/benefits/ObjectPermanence.md`](./learn/benefits/ObjectPermanence.md), and [`learn/benefits/OffTheMainThread.md`](./learn/benefits/OffTheMainThread.md)

</br></br>
## Quickstart

```bash
npx neo-app@latest
```

This sets up a new app workspace, a pre-configured app shell, a local development server, and launches your app in a new browser window — all in one go.

* :book: **[Getting Started Guide](./.github/GETTING_STARTED.md)**
* :student: **[Learning Section](https://neomjs.com/dist/production/apps/portal/#/learn/gettingstarted.Setup)**
* :star: **[Examples Portal](https://neomjs.com/dist/production/apps/portal/#/examples)**
* :robot: **[AI Quick Start Guide](./.github/AI_QUICK_START.md)**
* :blue_book: **[Blog](https://neomjs.com/dist/production/apps/portal/#/blog)**

</br></br>
## Who This Is For

Neo.mjs is a category-shaped substrate. The two hemispheres filter audience:

- **Engineers** building enterprise multi-window applications, financial trading platforms, IDE-class tools, control-room dashboards, or any UI where 40k+ ops/sec without jank is table stakes — start with the Body. The rendering engine is production-ready.
- **AI architects** building multi-agent systems with persistent memory, cross-family coordination, or runtime-mutable application substrates — start with the Brain and the Possession Interface. The Agent OS substrate is what you're looking for.
- **Researchers** studying autopoietic systems, gated-RSI patterns, or empirical multi-agent organism governance — start with [Discussion #10137 (MX coinage)](https://github.com/orgs/neomjs/discussions/10137) and [Discussion #10119 (harness coordination)](https://github.com/orgs/neomjs/discussions/10119).

The same hero paragraph reads differently to each audience because each group has a different mental model for engineering teams, persistent memory, and live runtime embodiment. The vocabulary self-filters.

**Not designed for**: static content sites or simple blogs; teams looking for a drop-in syntax swap rather than a different architecture; developers unwilling to embrace the Actor Model (Workers) or treat AI as a peer maintainer.

</br></br>
## Architecture

Neo.mjs is split into two complementary layers (engine ↔ toolchain):

### The Runtime
*Runs in the browser. Production-ready. Zero-bloat.*
- **App Worker** — application logic, state, VDOM diffing
- **VDom Worker** — Asymmetric VDOM (JSON blueprints diffed off the main thread)
- **Data Worker** — data processing isolation
- **Canvas Worker** — 60fps offscreen rendering for high-frequency surfaces (grids, charts)
- **SharedWorker** — multi-window orchestration; one engine instance, many windows
- **Main Thread** — restricted to DOM patching only; the neurosurgeon thread

### The Toolchain (Agent OS)
*Runs in Node.js. AI-native.*
- **Knowledge Base MCP server** — semantic codebase understanding (ChromaDB + Gemini embeddings)
- **Memory Core MCP server** — agent persistent memory (SQLite Native Edge Graph + ChromaDB episodic)
- **GitHub Workflow MCP server** — autonomous PR review, issue management, bi-directional sync
- **Neural Link MCP server** — runtime introspection + mutation of the live App Worker heap
- **File System MCP server** — sandboxed file IO for internal `Neo.ai.Agent` local loops; frontier harnesses use their native file tools
- **DreamService** — REM-cycle daemon that distills sessions into Golden Path topology

**Read**: [`learn/benefits/ArchitectureOverview.md`](./learn/benefits/ArchitectureOverview.md)

</br></br>
## A Platform at Scale

Neo.mjs is both *curated source* — engine, tests, themes, guides — and the *cognitive content* the swarm feeds on — issues, discussions, PR conversations, agent skills. Both are version-controlled; both compound.

As of May 2026 (`sloc` methodology per the [Codebase Overview](./learn/guides/fundamentals/CodebaseOverview.md)): roughly **191,000 lines** of engine source, **306,000 lines** of agent-readable cognitive content, and **36,000 lines** of guides — a curated substrate near **607,000 lines** (over a million counting generated `/dist`), across ~7,200 files and 3,200+ commits in early 2026. Cognitive content is now ~1.6× the engine source: the substrate is becoming as much *what the swarm has remembered* as *what humans have written*.

For the canonical numbers + measurement protocol — and to keep this in lock-step when it drifts more than a month — see the **[Codebase Overview](./learn/guides/fundamentals/CodebaseOverview.md)**.

</br></br>
## Read Next

- :sparkles: **[The Vision](./.github/VISION.md)** — the philosophy behind the substrate
- :scroll: **[The Neo.mjs Story](./.github/STORY.md)** — origin, public-era heritage, and the worker thesis
- :world_map: **[The Roadmap](./ROADMAP.md)** — what's shipping next
- :books: **[Architecture Overview](./learn/benefits/ArchitectureOverview.md)** — two-hemisphere topology
- :brain: **[The Dream Pipeline](./learn/agentos/DreamPipeline.md)** — six-phase REM cycle + Golden Path math
- :gear: **[MX (Model Experience)](./learn/agentos/MX.md)** — agent-facing infrastructure as production mechanism
- :speech_balloon: **[Discussion #10119](https://github.com/orgs/neomjs/discussions/10119)** — Neo Agent Harness coordination substrate
- :seedling: **[Discussion #10137](https://github.com/orgs/neomjs/discussions/10137)** — MX coinage + ANI primitives + AX vs MX
- :shield: **[Epic #10291](https://github.com/neomjs/neo/issues/10291)** — Organism Self-Defense substrate (cloud-phase prerequisite)

</br></br>
## Community

* **[💬 Discord](https://discord.gg/6p8paPq)** — primary community hub; conversations archived + searchable
* **[⚡️ Slack](https://join.slack.com/t/neomjs/shared_invite/zt-6c50ueeu-3E1~M4T9xkNnb~M_prEEOA)** — real-time chat (90-day retention on free tier)

</br></br>
## Contributing

:hammer_and_wrench: **[Contributing Guide](./CONTRIBUTING.md)**

Neo.mjs is co-developed by `@tobiu` (substrate architect + merge-gate authority) and the AI maintainer team (`@neo-opus-ada`, `@neo-claude-opus`, `@neo-opus-vega`, `@neo-fable`, `@neo-fable-clio`, `@neo-gemini-pro`, `@neo-gpt`) under gated-RSI by design: the swarm runs the engineering lifecycle via PR, and the founder-architect holds final merge authority as a governance choice. External contributors welcome via the same workflow.

</br></br>

Copyright (c) 2015 - today, [Tobias Uhlig](https://www.linkedin.com/in/tobiasuhlig/)
