CLI-Tresure-Hunt - AI Tinkerers - New York City Hackathon
AI Tinkerers - New York City
Hackathon Showcase

CLI-Tresure-Hunt

Team consisting of a Health Innovators Data Scientist (MS Business Analytics, UIC) and a WheelPrice AI/ML intern (CS UIC) — Python, LLM agents, real‑time data, MLOps.

2 members Watch Demo

AI-orchestrated cybersecurity training through gamified digital forensics challenges - CLI Treasure Hunt is an innovative game where AI agents create and solve multi-step digital puzzles hidden across various file types and data sources. Players develop critical skills in log analysis, steganography detection, pattern recognition, and forensic investigation - all while having fun!

Using Gemini CLI coordination, the system generates realistic treasure hunts with 5 hidden 4-letter words embedded in logs, databases, images, source code, and network
protocols. Each challenge mirrors real-world SOC analyst scenarios - from timestamp forensics to metadata extraction. With 30 distinct challenge subtypes ensuring infinite
replayability, players master professional investigation techniques through hands-on CLI tool usage. Perfect for cybersecurity training, reducing traditional classroom time
by 70% while building practical skills immediately applicable to incident response and digital forensics roles.

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