I'm Chen, known online as LIMITLESS. I'm a builder who ships self-hosted platforms, AI agent systems, and full-stack products. I work at Red Hat, and my views here are solely my own.

I care about making sure you own your infrastructure: clean-room open source, Docker/Podman-first deploys, governance around AI, and tools that stay under your control. Whether I'm designing workflow engines, multi-agent systems, or containerized dev environments, its all the same! I want to build systems people can run, inspect, and extend into the forseeable future. I dont like being vendor locked, into a provider. I like giving the people a choice.

Unlimited is my favorite word. If it has that label, I'm already interested.

I'm always open to open conversations on AI technology: architecture, governance, inference, agents, or whatever you're building. Reach out.

I support and work across the Red Hat AI & platform stack:

I specialize in:

• 🔄 Self-Hosted Workflow Automation: n8n-compatible engines, visual editors, clean-room implementations
• 🤖 AI Agents & Multi-Agent Systems: orchestration, tool use, governance, streaming UX
• 🛡️ Agent-Safe Ansible: MCP control planes with check-first rituals and enrolled hub/spoke fleets
• ☁️ Container-Native Platforms: Docker, Podman, compose stacks, GHCR, one-line installers
• 🧩 Full-Stack Product Engineering: TypeScript/React frontends, Django/Node APIs, real-time data
• 🏢 Enterprise AI Platforms: governed workspaces, RBAC, skills/MCP/project marketplaces

Here are the tools that power my daily workflow:

Agentic Coding CLI

My preferred agent harness for multi-step engineering work: skills, subagents, and tight repo loops without leaving the terminal.

Daemonless Containers

Rootless-friendly containers for local and prod-ish stacks. Powers DevTainer, OpenFlow compose, and most of my self-host work.

Multi-Model AI Access

One API, many brains. GPT, Claude, and open models for agent consensus, streaming analysis, and product features.

Workflow Automation

Visual automation graphs I both use and rebuild. OpenFlow is my clean-room, self-hosted take on n8n-compatible definitions.

Everflow is the overall platform. It combines every Flow into one self-hosted surface: governed workspaces, microVM sandboxes, and a marketplace for skills, MCP servers, and projects. The projects below are the open-source pieces that plug into that platform.

Everflow                         overall platform
├── OpenFlow                     workflow & automation
├── Roster-Flow                  AI staffing & teaming
├── mcp-flow                     MCP server manager
├── skill-flow                   AI skill catalog
├── ansible-flow-mcp             agent-safe infrastructure
├── CleanFlow                    clean-room AI factory
└── Wiki-Flow                    documentation & codebase wiki

flowchart TB
  EV["Everflow — overall platform"]
  EV --> OF["OpenFlow — workflows"]
  EV --> RF["Roster-Flow — AI staffing"]
  EV --> MF["mcp-flow — MCP gateway"]
  EV --> SF["skill-flow — skill catalog"]
  EV --> AF["ansible-flow-mcp — infra + audit"]
  EV --> CF["CleanFlow — clean-room factory"]
  EV --> WF["Wiki-Flow — codebase wiki"]

Governance-first collaborative AI apps on your infrastructure. Teams build, review, and deploy inside pre-approved boundaries. Every project runs in an isolated microVM sandbox. Think Visual Studio, Cursor, and OpenWebUI rolled into one — with RBAC and a marketplace for Skills, MCPs, and projects.

Repo: ProjectEverflow · Site: everflow.bot

Open-source workflow and automation. Clean-room, n8n-compatible engine: visual editor, template marketplace, credentials vault, and an AI assistant on the canvas. Docker-first (docker compose up -d).

Workflows	Templates	Canvas

Site: real-limitless.github.io/OpenFlow

Open-source AI staffing and teaming. Staff an org of OpenCode agents. Talk in a Slack-like room, open the harness, or run the company from the org chart — same seats, three surfaces.

Open-source MCP server manager. One workspace gateway for every harness: register private and vendor MCPs, seal upstream secrets, mint agent keys. Cursor, Claude, OpenCode, and OpenFlow share one library.

Site

Open-source AI skill catalog manager. Search, audit, and install SKILL.md into OpenCode, Claude Code, Cursor, Codex, and portable .agents/skills paths. Ritual: search → audit → install.

Site

Control your infrastructure with AI agents — securely, with auditing. Check-first Ansible MCP (search → schema → check → execute) plus an SSH hub/spoke fabric: enrolled inventory only, never god-mode freestyle.

Site · v0.1.0

Open-source AI factory for clean-room development. Dirty-side agents extract behavior, a visible wall strips protected expression, and clean-side builders author a fresh project — inspectable at every stage.

Open-source AI documentation and codebase wiki factory. Hire a wiki workforce on a canvas, then read the deliverable: DeepWiki-class pages, source chips, Ask / Deep Research, grounded in files agents actually opened.

Factory canvas	Generated wiki

AI-powered stock analysis platform with 8 specialized agents (fundamental, technical, sentiment + competition/policy/macro/risk/insider), real-time quotes, watchlists, portfolio tracking, and streaming chat. React + Django + OpenRouter.

Tech Stack:

Containerized developer environment launched via x11docker + Podman: shell, VS Code, Claude/Gemini/Grok/OpenCode CLIs, and Ollama, with your projects bind-mounted in.

Tech Stack:

Unofficial attributed collection of public n8n Community workflows: importable graphs, catalog/manifest tooling, and attribution verification. Not affiliated with n8n GmbH.

Tech Stack:

I've been in technology since I was a kid in high school: services, websites, networks, anything I could get my hands on. I own the nerd title. I don't get offended by it. I know who I am, and I'm thankful for it. It got me here.

• In 8th grade, I stood up my own web host, CloudFilez. That summer taught me more than any class.
• Around then I wrote macros and bots to autoclick and surf ads. Crude automation, real lessons.
• In high school I sold VPN access to friends so they could bypass the school firewall.
• Teachers pulled me out of class to fix their computers. Extra credit for making machines work. I was the IT kid.
• I had every mod that existed on the PSP. I knew that device cold, including building my own Pandora battery to unbrick it.
• Dedicated network shares in the computer labs so friends and I could coop GTA or Halo from any lab on campus.

• Personal work on the PS3, and Call of Duty MW2 mods in the summer of 2013.
• Ran a PBX server in 2012 with custom IVR prompts.
• Still dabble across the stack: algorithmic trading with AI/ML robots, and a real knack for 3D printing.

You can feel the wrath of Chen at the hint of any injustice. I don't like oversized government. I want a fair level playing field. Build in the open. Own your stack. Keep the ground even.

• Self-hosted AI & automation: agents, workflows, sandboxes, data sovereignty
• Enterprise AI platforms: Everflow-class governance, RBAC, skills/MCP marketplaces
• Agent-safe Ansible / MCP control planes: check-first modules, enrolled hub/spoke fleets
• Clean-room / independent open source: compatible interfaces without copying proprietary engines
• Productized full-stack builds: from compose files to polished React UIs
• Container-native developer tooling: reproducible environments and compose-first deploys
• Red Hat AI stack: RHOAI, RHAIIS, RHEL AI, RHEL Lightspeed

If something I built saved you time, fueled a late-night deploy, or just made the stack a little more yours, buy me a coffee. Every tip keeps the open-source lights on.

Code is how I build. Live music is how I remember I'm alive.

I go to a lot of concerts: stages, pits, festivals, late exits under parking-lot lights. And I do it through FestivalPass. Same obsession as engineering: remove friction, maximize signal. FestivalPass is the membership that turns "I wish I could go" into "I'll be there". Concerts, shows, hotels, the whole circuit.

There's something profound in standing in a crowd when the drop hits: no backlog, no merge conflict, no sprint board. Just sound, strangers, and the brief proof that the universe still has volume. Building systems that scale is my craft. Showing up for the art that scales us is the balance. Unlimited on the repo. Unlimited in the room.

Join FestivalPass (my ref): festivalpass.com/register?ref=Chen285886

I'm always interested in projects involving:

• Self-hosted workflow engines and automation platforms
• Governed AI agent systems and sandboxed agent runtimes
• Agent-safe Ansible and MCP control planes for real fleets
• Full-stack AI product builds (React + Python/Node)
• Open source tooling people can actually run
• Open conversations on AI technology (no pitch required)

Feel free to open an issue on one of my repos, star something you're using, or reach out if you want to collaborate. Or just talk AI.

"I'm Chen AKA LIMITLESS. Views are my own." ♾️

Last updated: September 2026