Who We Are
MCMLV1 LLC is a Florida-based software engineering company focused on two things: private AI systems and practical software products. We build technology that can run on a single workstation, across a private company network, on customer-owned infrastructure, in isolated environments, or in the cloud when that is the right fit.
The name stands for Machine Code Machine Language Voyager 1. Voyager 1 launched in 1977 and is still operating. That is the engineering standard behind MCMLV1: build systems that are understandable, testable, durable, and useful in the real world.
Private AI Systems
Our primary engineering focus is private AI for software development. CodeLoop is our autonomous coding system, designed to inspect projects, make changes, build, test, repair, and present reviewable work while keeping the engineering workflow under human control.
We also design and deploy the infrastructure around private AI: local workstation inference, shared model servers on private networks, on-premises deployments, isolated or air-gapped environments, hybrid systems, and cloud deployments. The architecture is chosen around the customer’s security boundary, workload, hardware, and operational needs.
Software Products
MCMLV1 also publishes practical software through major commercial app stores. Our products span productivity, accessibility, communication, QR tools, utilities, and games across Windows, Android, macOS, iPhone, and iPad as each product becomes available. See the current catalog on our Software & Apps page.
MCMLV1 Labs
MCMLV1 Labs is where we keep useful public tools and demonstrations that show what we build without treating every experiment as a separate business line. Current Labs projects include Check My Website, the MCMLV1 Speed Test, and working customer-service chatbot demonstrations.
How We Build
◆ Testable Engineering
We prefer observable systems, deterministic checks, repeatable builds, and explicit validation over relying on a model or tool to simply look correct.
◆ Privacy & Control
AI systems can be designed around the customer’s chosen security boundary, including local-only and private-network deployments where sensitive work does not need to leave the environment.
◆ Local-First When It Matters
We build for local and offline operation when the use case requires it, while also supporting private-network, hybrid, and cloud architectures when those are the better engineering choice.
◆ Practical Software
Our software is built to solve real problems without unnecessary infrastructure, complexity, or operational burden.
Where We Work
MCMLV1 LLC is based in Florida. Remote AI deployment, software engineering, and contract engagements are available across the United States. For projects that require work on customer infrastructure or in a controlled environment, on-site engagements can also be arranged nationwide.