A curated set of projects across machine learning systems and developer infrastructure.
Built a GenAI assistant designed to support developers with faster issue resolution and knowledge retrieval, combining practical automation workflows with reliable deployment infrastructure.
Built a multi-agent simulation in highway-env to model autonomous driving behavior at intersections. Evaluated PPO, SAC, and DQN policies with a custom reward function focused on safety and traffic efficiency.
Designed an end-to-end publishing workflow that syncs Obsidian notes from GitHub, builds with Quartz, and deploys public content to a VPS using Docker, Nginx, and automated update scripts.
Configured Nginx Proxy Manager to route multiple subdomains behind a DigitalOcean Droplet VPS IP, automate SSL, and reduce attack surface by minimizing port exposure.