Why it matters

TFLite enables mobile LLM. Understanding shapes mobile deployment.

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The architecture

Convert to TFLite format.

GPU / NNAPI / CoreML delegates.

MediaPipe LLM Inference API wraps.

TFLite stackTFLite model.tflite formatDelegatesGPU / NNAPI / CoreMLMediaPipe LLM APIwrapperMediaPipe LLM Inference API supports Gemma + Phi + others on-device
TFLite.
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How it works end to end

MediaPipe LLM Inference: Android + iOS + web.

Gemma + Phi supported.

KV cache + quantization.