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How AI on Microcontrollers Actually Works: Operators and Kernels

Daniel Mangum · published 30 June 2025

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https://ai.google.dev/edge/litert/microcontrollers/overview
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https://developers.googleblog.com/en/tensorflow-lite-is-now-litert/
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https://flatbuffers.dev/
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https://en.wikipedia.org/wiki/Instruction_set_architecture
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https://www.tensorflow.org/mlir/tf_ops
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https://www.tensorflow.org/mlir/tfl_ops
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https://en.wikipedia.org/wiki/ARM_architecture_family
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https://github.com/tensorflow/tflite-micro/blob/3200ccd18268346d0ea965720c5599a3d051e853/tensorflow/lite/micro/kernels/add.cc
github.com
https://en.wikipedia.org/wiki/Matrix_addition
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https://github.com/tensorflow/tflite-micro/blob/3200ccd18268346d0ea965720c5599a3d051e853/tensorflow/lite/kernels/internal/reference/add.h
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https://en.wikipedia.org/wiki/Graphics_processing_unit
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https://en.wikipedia.org/wiki/Embarrassingly_parallel
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https://en.wikipedia.org/wiki/ARM_Cortex-M
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https://www.raspberrypi.com/products/rp2350/
raspberrypi.com
https://www.nordicsemi.com/Products/nRF54H20
nordicsemi.com
https://en.wikipedia.org/wiki/Single_instruction,_multiple_data
en.wikipedia.org
https://alifsemi.com/ensemble-e3-series/
alifsemi.com
https://www.arm.com/technologies/helium
arm.com
https://developer.arm.com/documentation/109267/0102/Arm-Ethos-U-NPU
developer.arm.com
https://github.com/ARM-software/CMSIS-NN
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https://github.com/ARM-software/CMSIS-NN?tab=readme-ov-file
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https://github.com/tensorflow/tflite-micro/blob/3200ccd18268346d0ea965720c5599a3d051e853/tensorflow/lite/micro/kernels/cmsis_nn/add.cc
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https://github.com/ARM-software/CMSIS-NN/blob/dbcb869c2f147f89f661f977cb8687b5a656a841/Source/BasicMathFunctions/arm_elementwise_add_s8.c
github.com
https://developer.arm.com/documentation/109267/0102/Tool-support-for-the-Arm-Ethos-U-NPU/Ethos-U-Vela-compiler
developer.arm.com
https://github.com/tensorflow/tflite-micro/blob/3200ccd18268346d0ea965720c5599a3d051e853/tensorflow/lite/micro/micro_mutable_op_resolver.h
github.com
https://developer.arm.com/documentation/102420/0200/Programmers-model/Command-stream?lang=en
developer.arm.com
https://github.com/tensorflow/tflite-micro/blob/3200ccd18268346d0ea965720c5599a3d051e853/tensorflow/lite/micro/kernels/ethos_u/ethosu.cc
github.com