Hi, I’m Vincent.T
I learn by building.

From working code to useful understanding.

This site brings together my personal projects around AI, MongoDB, homelab engineering, and simracing. It is a place for the build itself and the questions that follow: how does it behave, what can I measure, and what would I change?

Recent work includes a RAG Gateway connecting AI clients to a shared retrieval pipeline, and a MongoDB cluster on Turing Pi RK1 hardware with automated deployment and memory experiments.

I’m part of the MongoDB Champions 2026 community ↗. My two-part MongoDB on ARM series was published in MongoDB’s official Medium publication; explore the stories →.

Simracing is also part of that journey. GT7Tracks was my first AI project, using machine learning to recognize Gran Turismo 7 tracks from telemetry. I also built GT7Proxy and DashX2, and contributed many console-game plugins to SimTools.

The repositories hold the implementation. The field notes explain the decisions, results, and limits.