Projects

A transformer-based poker AI that rapidly adapts to unknown opponents using attention-based opponent fingerprints. The system features a 4M-parameter model trained via reinforcement learning and supervised learning, with real-time opponent modeling through persistent memory. Built with PyTorch and React, it includes an interactive frontend for visualizing agent behavior, opponent archetypes, and training metrics. The project demonstrates advanced ML engineering with mixed-precision training, efficient inference (~50ms per batch), and comprehensive evaluation tools.

A modern and elegant web presence designed for a professional event singer in need of a digital showcase. The site combines a sweet yet polished aesthetic that reflects her musical style and personality. Built with Next.js 15, it features a dynamic repertoire powered by a SQL database that the client can update independently. Comprehensive SEO optimization was implemented to enhance visibility and improve search rankings.

PSE Cars is a university microservices project built during my Master’s module “Backend Development”. It simulates a connected-car ecosystem with a Next.js multi-page frontend, Kong as an API gateway, and multiple backend services (Spring Boot + Node/NestJS). A shared Mosquitto MQTT broker enables event-driven communication, while realtime car telemetry and control is delivered via a NestJS IoT service (REST + Socket.IO WebSockets). The system is containerized and runnable locally via Docker Compose, with Keycloak prepared for authentication/authorization integration.

The LCA eSports website was exclusively developed for a small eSports team to immerse themselves in a complete professional environment. Built upon a custom design system, the website encompasses bespoke colors, text styles, layout rules, and component design. It goes beyond a simple marketing page by incorporating an interactive application experience and personalized player pages, fostering a seamless connection with the fans. The development of a highly responsive page was a big part of the project and was incorporated in the design and code.

Varnage is a web-based esports team management platform focused on Valorant teams. It provides a central hub for organizing scrims, managing team members, sharing announcements, and analyzing scrim performance. The platform integrates directly with Riot Sign-On and the Riot/Valorant APIs to fetch real match and player data. Built with a mobile-first, accessible design and server-side rendering, Varnage emphasizes performance, security, and usability while following a freemium business model.