Code Samples
C++26: Reflection extension for JSON for Modern C++ library
A Godbolt link is provided, though it may not work due to frequent changes in the proposals I created the project as more of a proof of concept for an upcoming C++ reflection feature. It aims to add an attribute like system to the language using reflection and template arguments.
Python: Machine Learning to predict esports games
This is the primary file in the Valorant Esports AI project detailed below.
Training Robots
For my senior project class I am training robots in Isaac Lab to perform complex tasks. The goal is to have a pipeline for training video game AI agents using reinforcement learning. The project is still it it’s early stages but you can enjoy this video of robot spiders trained to run to from target to target.
Code Friend
Coding assistant that generates code and documentation using an LLM. This was a project spanning 2 semesters where I was in a group of three. I implemented the core commands, defining the data flow and response logic for the LLM. I also focused on several other key areas:
- Defined what should be stored in the database for the LLM to reference
- Developed the logic for generating documentation and code snippets using relevant functions/classes gathered with TF-IDF
- Built generalized interfaces allowing for seamless support for both Local LLMs or OpenAI
- Created specialized agents for specific tasks
- Implemented a centralized host allowing for different devices to work on the same project simultaneously
- Parallelized requests to LLM for faster responses
Cosmic Cargo
Steam Page
This is a video game I worked on for my sophomore year game project. I was the tech lead of an 8-person team. The game is programmed in C++ and uses a custom engine built on top of OpenGL. It is a space ship building battler / roguelike. I built the core of the engine, most of the gameplay features like the ships and projectiles, editor tools, optimizations, and coordination with the designers. Some of the notable things I did include:
- Created the entity component system the engine is built on
- Serialization with Modern JSON for C++
- Created a debug editor system that generates a GUI from the JSON of an entity while also allowing for overriding different aspects of the UI
- Built a library so serialization, editors, and config / saves can all be added in just two lines of code
- Created a variety of editors for the designers to use like a ship and turret editor
- Made the tiled ship system to allow for easy ship creation, modification, and turret placement
- Built the collision detection and resolution that supports both thousands of projectiles and dozens of ships
- Created a particle system that can render thousands of particles with no performance drop and millions with 60+ fps
Trailer
Editor
Any Entity can be created, edited, and saved.
All configs can be edited in the editor.
Interface is generated from the members of the objects and not hand coded.
Adding any object to editor
The editor works by converting an object to JSON and generating a GUI from the resulting JSON.
Below is adding a new component to the editor.
Because it works recursively the Texture inside is also included in the interface.
For the image in the texture, I added a button to open a file explorer.
Creating a config / save
All values in a config consist of name-value pairs.
As long as all the values are serializable they can be added to the config.
Used for both saves and settings.
File and editor interface are synced.
Valorant Esports AI
This was a final project for a Machine Learning class. It uses data I collected from vlr about a team and its players. The project both trains and tests a model to predict the outcome of a match.
- Uses a variety of Traditional Machine Learning models like Random Forest
- Built with Python and uses Pandas, Numpy, and Scikit-learn for the ML and Selenium and BeautifulSoup for the web scraping
- Achieved a 62% accuracy on the test data, matching the accuracy of the betting sites I used for the data
VCT Predictions Bot
This was my personal project for nearly two years total. It is a Python-based discord bot made with Pycord for making fake bets on Valorant matches.
- Has 68 commands that do anything from making a bet to changing a profile’s color
- The backend uses SQLAlchemy to store all the data in a SQLite database
- Hosted first on AWS for a year then on a Raspberry Pi
- Web scrapes a site for the match, team, tournament, and odds data
- All matches are generated automatically from just the tournament link
- Has many other small features/details
Factory Puzzle Game
This was my second semester freshmen year game project. It was a team of 5. I convinced my team to take the opportunity to make the game in C++ instead of C so we were the only team using C++. The game is a puzzle game where you have to fit in machines in a small area to process foods. I made the machine system that allowed for easy creation of new machines with complicated layouts and multiple recipes. I also made the saving system.