>> boot_sequence_initiated >> restoring_core_functions... >> hello, world.

| Task | Model (e.g., YOLOv5‑s) | Latency | Throughput | Power | |------|------------------------|---------|------------|-------| | Object detection (640 × 480) | YOLOv5‑s (FP16) | 8 ms | 125 fps | 4.2 W | | Image classification (224 × 224) | MobileNet‑V2 (INT8) | 3 ms | 330 fps | 2.8 W | | Stereo depth (1280 × 720) | Custom DSP pipeline | 12 ms | 83 fps | 5.0 W | | Video encode (H.264, 1080p 30fps) | HW‑encoder | 0 ms (off‑load) | 30 fps | 1.5 W |

(more dramatic, more romantic, or more comedic) Focus on a specific scene you have in mind Create a totally different storyline involving these themes

The firmware includes a hidden “performance” mode ( midv‑fw --set‑cpu‑freq 1800 ). Over‑clocking is not recommended for production because it voids the warranty and can cause thermal throttling.

//