Why it matters

Edge inference enables private + offline. Understanding shapes deployment.

Advertisement

The architecture

Small model (3-8B).

Quantized (4-8 bit).

Optimized runtime (llama.cpp, MLX, CoreML).

Edge inference stackSmall quantized model3-8B, 4-bitOptimized runtimellama.cpp / MLX / CoreMLLocal executionno serverApple Intelligence, Chrome Prompt API, Windows AI on-device examples
Edge inference.
Advertisement

How it works end to end

Model choice: Phi, Llama 3.2, Qwen 2.5.

Quantization: Q4_K_M or similar.

Runtime: platform-native.