AMD-OmniSight: Edge Vision & Telemetry Agent
Problem:
In high-stress aerospace and deep-space missions, detecting structural anomalies, cryogenic leaks, and thermal fractures in rocket engines (such as turbopump vibrations and De Laval nozzle walls) requires sub-5ms real-time processing. Cloud-dependent vision pipelines suffer from extreme telemetry latency and bandwidth constraints.
Solution:
AMD-OmniSight is an ultra-fast, autonomous multimodal edge intelligence agent engineered for AMD Instinct (MI300X/MI250) and Radeon RX 7900 accelerators using AMD ROCm 6.2 and HIP kernels. By utilizing vectorized half-precision (FP16/BF16) tensor operations, OmniSight processes 230+ FPS with an unprecedented 4.19ms inference latency.
Key Capabilities:
1. Native AMD ROCm Acceleration: Vectorized FP16 matrix operations and custom kernel acceleration.
2. Real-Time Anomaly Localization: Micro-fracture, cryogenic leakage, and thermal hotspot detection.
3. Edge Telemetry REST API: Fast asynchronous telemetry streaming via FastAPI and interactive HUD dashboard.
4. Compute Efficiency: Exceptional 9.4 FPS/Watt compute efficiency on enterprise AMD silicon.
Target Audience & Impact:
Space agencies, aerospace manufacturers, satellite operators, and mission-critical industrial robotics teams requiring sub-5ms deterministic edge inference.
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