A software studio that builds the hard part.
Inkverse Systems is an engineering studio in Belo Horizonte. We take on the work most shops pass on — reverse-engineered protocols, distributed systems, applied machine learning, native desktop software — and we take it from an empty folder to something running.
What we take on.
Six things, and every one of them has already been built and shipped — not a list of what we would be willing to try.
Applied machine learning and AI
Models that answer a real question rather than a benchmark: image diagnosis served across distributed nodes, health-survey data turned into predictions, optimisation with genetic algorithms. RAG and LangChain pipelines, PyTorch and scikit-learn, and Model Context Protocol servers — one of ours is published and running against Anki.
Games and reverse engineering
Protocols read off the wire and reimplemented from scratch, self-hosted game servers, input mirroring across clients, and gameplay systems written from the simulation outward.
Distributed systems and infrastructure
Peer-to-peer networks over a Kademlia DHT, relay servers in Rust, containers with Docker, parallel computing in C, and cloud on Azure and Google Cloud.
Full-stack product development
Django and FastAPI behind React and TypeScript, PostgreSQL under both, deployed and kept running. Interfaces, landing pages and documentation included — and localisation that is checked by the build rather than remembered, because a missing translation key never breaks anything loudly.
Native desktop software
.NET and WPF for Windows, published self-contained — down to Win32 window hooks, tray integration and elevated logon tasks.
Who you would actually be working with.
Applied AI and optimisation, backends in Python and TypeScript, distributed and parallel systems, and low-level work in C, C++ and C# — from computer architecture simulators to reverse-engineered game servers and native Windows software.
antoniocouto.vercel.app
Where the work lives. Public repositories, our own products, and the source of everything we claim on this page.
github.com/Inkverse-SystemsTell us what you are building.
A project, a problem nobody else wanted to take, or a question about whether something is even possible — the same address reaches us for all of it.
contato@niet.com.br