MCMLV1 builds AI systems around the security boundary your organization chooses — from one workstation to private on-prem infrastructure, isolated environments, hybrid systems, or cloud — plus practical software for major platforms.
We build private AI infrastructure and software products. Our labs remain public proof-of-capability, without distracting from the core business.
CodeLoop and private AI deployment for organizations that want useful AI while keeping control of where inference runs and where sensitive work goes.
Practical MCMLV1 software for Windows, macOS, Android, iPhone and iPad, with privacy-minded, offline-first design wherever the product allows it.
The same application can be paired with different inference architectures depending on the customer’s hardware, security boundary, workload, and operational requirements.
Our private AI software-engineering system is in active development. It inspects projects, proposes changes, builds, tests, repairs, and presents work for human review.
Single workstation, private LAN, on-prem server, isolated environment, hybrid routing, or cloud infrastructure — selected to match the customer’s needs.
Local and private inference are first-class options rather than afterthoughts. Connected services can be added when the customer’s policy allows them.
MCMLV1 publishes useful software across major commercial platforms. The product catalog remains a separate, scalable arm of the company.
Desktop software including QR Code Link Me and other practical utilities built for direct installation through trusted stores.
macOS, iPhone and iPad software designed around native platform capabilities, privacy, and durable local workflows. QR Code Link Me for Mac is coming soon to the Mac App Store.
Published applications across Google Play, Amazon Appstore, and Samsung Galaxy Store.
Labs preserves useful technology we have already built while keeping the company’s commercial focus clear.
Run our website diagnostic and see how a site performs across practical technical and discoverability checks.
A working MCMLV1 network speed and connection diagnostic tool.
Customer-service chatbot demonstrations for general businesses, wedding venues, and custom home builders.
Private AI systems, CodeLoop, or MCMLV1 software.
(727) 379-4214Serving clients in Florida, across the United States, and remotely.
