Projects

Current work and project archive.

Serpentine projects give members a structured way to learn by building, testing, presenting, and contributing.

Current Work

AIMI EEG headset used for motor imagery research

Ongoing since July 2023

AIMI: Artificial Intelligence Motor Imagery

A research project on real-time EEG motor imagery classification for brain-computer interfaces, exploring how AI can support control of virtual and physical systems.

Ongoing since May 2024

EduPilot: Canvas LLM

An academic assistant platform for course-specific guidance in learning environments, with educator-facing insights into where students need more support.

Past Projects

Battlecode 2021 combat robot visualization

82nd Place

MIT Battlecode 2021

A programming competition entry for MIT Battlecode, building autonomous agents that coordinate through flags, explore the map, and compete for influence.

GitHub Viper Paper Viper GitHub MARS Paper MARS

Paper Published

Among Us Imposter Detection

A social deduction AI project focused on detecting imposters from Among Us game data, published through the IEEE Conference on Games.

GitHub Paper

Flatland rail scheduling project visualization

17th Place

Flatland2020

A train scheduling competition entry that developed AI agents for routing trains through constrained rail networks while resolving conflicts efficiently.

GitHub Docs

1st Place

Angry Birds Level Generation 5th

A competition-winning level generation project for Angry Birds, using AI to create playable levels under contest constraints.

GitHub Docs

2nd Place

AI Snakes

A bot for the IEEE Conference on Games AI Snakes competition, combining alpha-beta search with positional strategies for multiplayer Snake.

Docs

Battlecode 2020 combat robot visualization

73rd Place

MIT Battlecode 2020

Two Serpentine teams competed in MIT Battlecode 2020, creating autonomous agents for resource gathering, defense, and survival against rising water.

GitHub Noodles Paper Noodles Paper SnakeEyes

Fruit Punch AI StarCraft II mini-game visualization

1st Place

Fruit Punch AI Pilot Competition

A StarCraft II mini-game bot created for the Fruit Punch AI pilot competition, focused on tactical decision making in a real-time environment.

GitHub Docs

Further projects coming soon.

We are preparing a cleaner archive for older work, demos, publications, and project notes.