--- title: 3rd Place at the inaugural Red Team Hackathon slug: red-team-hackathon-2026 summary: Team Cerberus Gate earned a third-place finish while building a prototype focused on RF signal classification, modulation analysis, and emitter geolocation. label: Update date: 2026-03-12 status: Achievement featured: true order: 1 tags: Hackathon, RF, Machine Learning, Geolocation, BCIT --- ## Team Cerberus Gate At the inaugural Red Team Hackathon, I competed with **Team Cerberus Gate** on the **Find My Force** challenge. Our team built a prototype aimed at classifying RF signals, identifying modulation schemes, and estimating emitter locations. It was a fast-paced systems problem that combined software, signal understanding, and rapid iteration under pressure. ## Result Our team finished **3rd place** and also received the **Best Dressed Award**. ## Why it mattered to me This was the kind of challenge I enjoy most: ambiguous requirements, technical constraints, short timelines, and a working prototype that had to come together quickly. It also gave me a chance to build alongside a strong team and work on a problem that blended software engineering, signal analysis, and practical decision-making.