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Because in a Life-Threatening Situation, Every Millisecond Counts

Removing expf() from a fire detector: one header, 1.95x faster, zero accuracy loss A smoke detector is not a demo project. When it fires, someone ei…

cppcembeddedsystemsmachinelearning
Dev.to Jun 12, 2026, 03:38 UTC
EN

I Put a Neural Network in a Thermometer — Then It Got Out of Hand

How it all started About three years ago my wife asked me: "Honey, what do you think the temperature is today?" I told her to check her phone. She g…

cppembeddedsystemsmachinelearningiot
Dev.to May 25, 2026, 00:26 UTC
EN

Strange Truths from the Architecture of AI

Pulling back the curtain on modern machine learning architecture reveals something entirely different: a system that is brilliantly complex, intense…

aimachinelearningembeddedsystemscareer
Dev.to May 21, 2026, 07:41 UTC
EN

The Firmware Engineer’s Nightmare: When 'If-Else' is no longer enough

In firmware, you control everything. You are the intelligence, you anticipate every state, write every condition, and handle every edge case. The ma…

aimachinelearningcareerembeddedsystems
Dev.to May 14, 2026, 07:35 UTC

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