MCMLV1 LLC
Custom Software & Web Engineering

Custom Software & AI

We build on-device AI systems, GPU-accelerated tools, and business software that runs offline, respects privacy, and doesn’t depend on anyone else’s servers.

What We Build

Products & Technology

Every product below was engineered from scratch by our team. No frameworks we don’t own. No cloud dependencies in the critical path. Built to run for decades.

On-Device AI

Bosun Voice Assistant

A voice-driven AI assistant that runs entirely on your phone. 13-layer deterministic pipeline with on-device LLM. Math, weather, Wikipedia, web search, translation — all processed locally in under 2 seconds.

No API keys. No subscriptions. No data leaving the device. Faster than Alexa, Siri, or Google Assistant for supported tasks.

C# Native Android · LFM2-350M · Whisper · llama.cpp
GPU Rendering

MerlinImageMaker

Deterministic GPU image generation with zero AI diffusion. A planner architecture converts text prompts into structured scene JSON, then GLES 3.0 compute shaders render it on-device.

883 GPU primitives. Instant rendering. No cloud. Optional cloud enhancement for production-quality output. Category of one — nothing else like it exists.

C# Native Android · GLES 3.0 SSBO · Compute Shaders
Desktop Tools

ClipForge Ecosystem

Three-tool video pipeline: MerlinForge for single-file compression, ClipForgeCompress for multi-file ingest with YAI-spec export, and ClipForgePro for full-featured editing.

Cross-platform Linux desktop apps with hardware-accelerated NVENC encoding and libx264 fallback. Free core tools, paid professional tier.

Avalonia / C# · FFmpeg · NVENC · AppImage + .deb
Business Software

Business Ledger

Offline-first bookkeeping software for small businesses. 34,000 lines of production code. Income, expenses, categorization, reporting — all on your device, no cloud account required.

Learn more about Business Ledger

C# Native Android · SQLite · 34,000 LOC
Proprietary Technology

Business Score Engine

Our proprietary website audit technology. 29 checks across trust, technical health, AI discoverability, conversion readiness, and more. Supports 24 business verticals with automatic industry detection.

Powers our free website audit and full report deliverables.

Python · Playwright · 27+ Automated Checks
Mobile Apps

17+ Published Applications

Native Android apps across Google Play, Amazon Appstore, and Samsung Galaxy Store. Private Dictation (offline AI speech-to-text), TalkTogether (14-language offline translator), utilities, games, and productivity tools.

Browse all apps

C# Native Android · On-Device AI · Zero Tracking

How We Build Software

Named engineering principles that govern every line of code we write.

Voyager 1

No cloud dependencies in the critical path. Portable data. Built to run for decades — like the spacecraft still transmitting from interstellar space.

Rule 42

Applications never crash. Every async call and external dependency wrapped in try/catch with non-fatal fallback. Graceful degradation, always.

Tiger Tank

Never delete working code. Bundle all dependencies. Multiple redundant fallback paths. If it works, it stays — armor it, don’t remove it.

Privacy by Default

No ads. No analytics SDKs. No tracking. No accounts required. We build tools that respect your privacy because that’s how tools should work.

Need Something Built?

If you need custom software, an on-device AI system, a business tool, or a mobile application — we build it from scratch to your specifications. No templates. No shortcuts.

Contact Us to Discuss Your Project