Real-Time Gameplay Death Detection AI System Design

We're looking for an AI/Systems Engineer to design a system that detects player deaths in real-time video streams (30fps) and explains what happened in the seconds before the death. The Challenge: Process gameplay video at 30fps in real time Detect death events with minimal latency Generate structured summaries of game state before death Design evaluation methodology for system quality Deliverables: Architecture design document (2-3 pages, no code required) System design covering: Real-time processing strategy at 30fps Death detection approach with performance budgets Frame drop/backpressure handling strategy How to evaluate detection accuracy and summary quality Generalization to different games Validation priorities if building this What We're Evaluating: Engineering judgment on real-time systems Performance thinking (latency budgets, resource allocation) Reasoning about tradeoffs and alternatives Evaluation methodology design