AI Vision-Agent Control Loop & Edge Hardware Benchmark Visualizer

● LIVE VLM VISUAL REASONING ENGINE Frame: 0 | Lag: 0ms

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Control Decision Budget Waterfall 520 ms / decision

Vision: 40ms

Token Gen (12 tok @ 25 t/s): 480ms

Hardware Parameters

Model Throughput 25 tok/s

Vision Pipeline Latency 40 ms

Decision Tokens / Action 12 tokens

Quantization Precision NVFP4

Real-time Telemetry

Control Lag Frames

28.8

520 ms total

Clearance Margin

18.4 px

Obstacle gap: 90px

Survival Frequency

78.5%

Collisions: 2

Decision Rate

1.92 Hz

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