Bryan Arias@Bryan0-0AG

TCSS is a Python system that scans and monitors TLS certificates across multiple domains. It detects expiration risks, weak ciphers and outdated protocols, with risk classification and an interactive Plotly Dash dashboard.

Autonomous Flight Commander is a multi-agent drone swarm simulator built from scratch for the AMD Developer Hackathon. The system combines a high-performance C++17 physics engine using Spatial Grid partitioning for O(N) collision detection, PID controllers for realistic flight dynamics, and a Python-based AI orchestrator powered by Gemini 1.5 Flash that issues strategic commands to the swarm every 10 seconds via a structured JSON protocol. The architecture follows a Body–Bridge–Brain model: the C++ engine handles all physics and rendering using SFML Vertex Arrays in a single draw call; a low-latency TCP bridge streams telemetry in real time; and the Python brain processes swarm state and dispatches one of six command types — RECHARGE_CRITICAL, EVASIVE_SCATTER, FORM_GRID, MISSION_SURGE, ALTITUDE_CHANGE, or HOLD_FORMATION. The project was connected to an AMD MI300X GPU via ROCm through Antigravity, with deployment automated using a universal Makefile. A web dashboard streams the full simulation to the browser with zero client installation required. The system currently handles 10,000+ active agents at 30 FPS with sub-5ms TCP latency, and is architected for future HIP/ROCm GPU kernel offload to scale further. Use cases include autonomous logistics fleets, search and rescue coordination, and real-time 3D drone navigation.

Grab your ideas, spin up compute, and start building what’s next! Start with $100 in AMD Developer Cloud credits and begin building right away. Get access to hands-on tutorials, workshops, and curated learning resources to help you build faster and go further. To unlock credits and join the hackathon, sign up for the AMD AI Developer Program. 🤝 Go solo or team up — ship something real. 💰 $21,500+ total prize pool & 1 × AMD Radeon™ AI PRO R9700 GPU up for grabs. 📍 On-site Venue (May 9-10): MindsDB SF AI Collective 3154 17th St, San Francisco, California, USA 📍On-site participation is by invitation only. Travel and accommodation expenses will not be covered. 🧑‍💻 Developers, builders, and innovators - bring your boldest ideas and let’s turn them into real AI systems on AMD.