From a need to a working system.
AI systems architecture and software delivery in one team. You do not need a finished specification — knowing what you want to change is enough.
Systems & Delivery
We work together: I am responsible for system architecture and the AI layer, Wildfire for digital product design and delivery. The client gets one solution rather than two separate stages and two schedules.
monx.one
Architecture & AI layer
- System Architecture
- AI Agents
- RAG Systems
- API Integrations
- Process Automation
- Internal Tools
Wildfire
Product & Delivery
- Websites
- E-commerce
- Web Applications
- Mobile Applications
- UX/UI Design
- Integrations & Automation
Define
Defining the need and mapping the process. Before the first technology decision is made.
Design
System architecture and interface design. Created together, not in sequence.
Build
Implementation, integrations, testing. Iteratively, with working versions along the way.
Launch
Deployment, documentation, handover. Ongoing development if needed.
We tailor the scope to the task. Some projects need only the system, some only the product, most — both.
QPBOS
Research & engineering project
QPBOS investigates whether microscopic quantum correlations in a non-linear dynamical system can repeatably influence which macroscopic evolution path is taken. Hybrid architecture: a CPU orchestration node with NVIDIA CUDA-Q quantum acceleration on the GPU.
The numerical layer is a deterministic decoder, not a language model. The research hypothesis remains a hypothesis and is presented as such.
Tell me what you want to change.
I do not need a specification or a finished brief. An explanation of where things stand and what should be different is enough.