Pipeline Engine Architecture: Architect a modular, high-throughput Video & AI Pipeline Engine. Design the framework for dynamic graph construction (DAG) where AI models, logic nodes, and image processing blocks can be assembled and executed efficiently.

Heterogeneous Resource Orchestration: Design the scheduling logic to balance workloads across CPU, GPU, DSP, and NPU. manage critical system bottlenecks such as PCIe Bandwidth, Memory Bandwidth, and Thermal constraints to prevent system stalls.

AI Optimization Strategy: Define the architectural support for Model Quantization (INT8/FP16) and Network Pruning. Ensure the engine can natively handle optimized model formats, managing the trade-off between inference speed, memory footprint, and accuracy.

Memory & Data Flow Design: Architect zero-copy data transport mechanisms (DMA, Shared Memory, Ring Buffers) to pass high-resolution video frames and tenso...