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We built an AI agent that wins survival games by thinking ahead."
for the case closed challenge
Attempt to use ML techniques to maximize win rate.
A bot that plays the game tron to the best of it's ability based, on data collected from millions of learning runs.
It's Cool, it's brutal, but stupid too
We made a machine learning bot to compete in a Tron Light Cycles style game.
Trained an AI model to try and be better than others.
Streamlit for a hackathon, Streamlit is your best bet for meeting the "business-friendly UI with visualizations" requirement
It's gonna win 10/10.
Basic Tron Conv2D neural network
Tron agent who just really doesn't want to die!
Minimizing and maximing the crime in the city
Turning raw data into inventory insight.
Floodfill algorithm featuring a built-in escape tunnel & panic system
Outsmart, Outmaneuver, Outlast: Code your agent to dominate the Case Closed arena!
CentroidMind — A mirror-safe, centroid-driven AI agent that adapts dynamically to grid symmetry. Balances exploration and defense using spatial reasoning and predictive sealing for consistent survival
A bot with many bloods sweats and tears put into it
using this for a personal website in the future.
My work for the challenge.
bot uses opponent modeling, expectimax search, and adaptive strategy selection.
Let's hope this works
An AI-powered agent that outsmarts its opponent on a dynamic grid by combining deep learning and smart pathfinding. Github repository is https://github.com/joseyjb/DATATHON_case_closed
Healthmaxxing is an Model Context Protocol middleware for hittin macros, planning meals nearby, and scheduling health!
KingVon eliminates all of its opps on the stage of Tron.
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