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How we catch silent NPU fallback on Snapdragon in CI (and why your eval set won't)
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How we catch silent NPU fallback on Snapdragon in CI (and why your eval set won't)

DEV Community·ashish-frozo·6 months ago
#uFm7l1Ut
#part#edgeai#mlops#median#model

ONNX Runtime's QNN execution provider silently routes unsupported ops to the CPU. Your eval set passes. Production latency triples. Here's the three CI assertions that catch it before merge.

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ESP32-S3 + TinyML: Build a Real-Time Edge AI Home Security System That Runs Without the Cloud
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ESP32-S3 + TinyML: Build a Real-Time Edge AI Home Security System That Runs Without the Cloud

DEV Community·Bit to Build·6 months ago
#ZpDKPvJa
#tinyml#esp32#edgeai#smarthome#security

From Dev Community: ESP32-S3 + TinyML: Build a Real-Time Edge AI Home Security System That Runs Without the Cloud

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Bringing Generative AI to Microcontrollers: Introducing NocLLM
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Bringing Generative AI to Microcontrollers: Introducing NocLLM

DEV Community: cpp·Muhammad Ikhwan Fathulloh·7 months ago
#idC1ceom
#dev#include#arduino#llm#generativeai

The barrier between resource-constrained hardware and Large Language Models (LLMs) has finally been broken. While microcontrollers lack the VRAM to run a 70B parameter model locally, they can now act as intelligent gateways to the world's most powerful AI…

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