MAGI System
Python / Document retrieval / AI agents
A command-line assistant for querying your own documents. It retrieves relevant evidence, compares three AI reviewer perspectives and returns an answer with citations.
Technology
The technology I design and build.
From data to software.
I work on AI engineering, software development, data science and technical advisory. In practice, I build applications, put models and agents to the test, and help teams make the technical calls that shape a product.
My GitHubHow I work with technology.
AI engineering
I put AI models to work inside real tools and workflows: agents, document retrieval, computer vision. I always start from what the model can and can’t do in that context.
Software development
I build applications and tools, from the backend to the interface. I care about architecture, integrations and code quality, and about what keeps software alive over time: performance, tests, maintainability.
Data science
I work with data from cleaning and analysis to predictive models. A model is only useful once you’ve measured it honestly, understood where it fails and wired it into the software.
Technical advisory
I help teams and companies with technical decisions: comparing approaches, choosing an architecture, deciding whether to build or buy. The point is to match what technology can do with what the product actually needs.
Projects, with the code.
A selection of public projects: tools, applications and experiments that show different sides of my technical work.
Chronos
Rust / Async runtime / Debugging
A deterministic async runtime in Rust, with a virtual clock and a terminal debugger. It records and replays execution traces to investigate concurrency bugs; external I/O needs separate handling.
MarkGuardiola
Python / React / FastAPI / Machine learning
A local fantasy-football assistant. It brings together data pipelines, predictive models and a web application to support lineup and transfer decisions.
Computer Vision TR-808
Python / OpenCV / MediaPipe / Streamlit
A virtual drum machine that turns finger movements captured by a webcam into TR-808 sounds. An experiment combining computer vision, interaction and music.