Topic Hub • #Quantization

Quantization Engineering Guides

Engineering guides, architecture patterns, and production implementations focused on Quantization.

1 published publications•All Articles

On-Device AI in Mobile Apps: Running Local SLMs and Classification Directly on Smartphone Hardware

How to architect zero-cloud on-device AI in mobile applications: Apple Neural Engine (ANE) CoreML, Android Qualcomm NPU acceleration, INT4 quantized Small Language Models (SLMs), and zero-copy computer vision.

#On-Device AI #Mobile Engineering #Small Language Models #CoreML

9/24/2026

16 min

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KNetwork Systems Engineering

Building complex systems with #Quantization?

Our engineering team designs sub-50ms distributed backends, edge AI pipelines, and high-concurrency systems.

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