Kuzuv0 161 May 2026

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1. Introduction

1.1 Motivation

• Edge devices (smart cameras, drones, wearables) must run vision DNNs locally to preserve privacy, reduce bandwidth, and meet real‑time constraints.
• Existing solutions either (i) rely on general‑purpose microcontrollers with limited throughput, or (ii) use high‑performance ASICs that exceed the power envelope (< 500 mW).
• There is a gap for a scalable, programmable, low‑power accelerator that can be integrated into heterogeneous SoCs without demanding exotic process nodes.

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The machine did not move. "Query: What is the objective?" Edge devices (smart cameras, drones, wearables) must run

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