David Emeleogu@sankkakeii

Mission Control is a multi-agent AI disaster response coordinator built for the AMD Developer Hackathon. When an earthquake strikes, five specialized AI agents — Overwatch (Commander), Sentinel (Intelligence), Atlas (Logistics), Pulse (Medical), and Aegis (Risk) — spring into action. Each agent analyzes real-time data from USGS seismic feeds, OpenStreetMap infrastructure mapping, and OpenWeatherMap weather conditions. They debate resource allocation, hospital capacity, evacuation routes, and risk factors, then the Commander synthesizes their analyses into an evolving mission plan with actionable steps. Every agent response is validated against real data through a citation scoring system that proves the AI is actually using live information — not hallucinating. The system is built on a dual-path LLM architecture targeting AMD MI300X GPUs via ROCm — we successfully loaded Gemma 4 26B on the AMD instance using HuggingFace transformers with a custom grouped_mm compatibility patch, and we're optimizing further with Unsloth + llama.cpp for Radeon to maximize inference throughput. The production path runs on OpenRouter with the same Gemma 4 model, demonstrating the system works end-to-end today while being engineered to scale on AMD compute. The system processes 25+ events per scenario with staggered timestamps, streaming everything to a command center dashboard over WebSocket.

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