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Why traditional industrial automation stop halfway? And how agentic AI finally closes the loop between sensing, reasoning, and real autonomous action? 1. Introduction to the Gap Nobody Admits Exists Agentic AI is becoming the most important missing piece inside modern industrial systems. But most people don’t realise...
How edge intelligence, machine learning, and continuous feedback are redefining what it means to build a “smart” device. AI in IoT systems is no longer about connecting devices. It’s about closing the loop between perception, decision, and action. Most engineers still see IoT as a...
How Tiny Machine Learning “TinyML” brings real-time intelligence, lower cost, and stronger privacy to IoT devices. The shift from cloud-dependent IoT to edge intelligence powered by TinyML is redefining how connected devices process data, make decisions, and scale in the real world. 1. The Problem with Traditional...
Why 200-device success doesn’t translate to 10k streams – and how to architect for exponential WebRTC growth without budget overruns or performance fires. Your 200-device WebRTC pilot passed testing. Then came the mandate: Scaling WebRTC and Deploy 10,000 cameras by Q4. Suddenly, signaling traffic explodes 100x, TURN relay...
From sub‑second video to encrypted control channels—why hardware engineers keep choosing WebRTC WebRTC is a powerful technology that makes it easy to send live video, audio, and data between devices in real time. These devices can be anything from smart cameras and delivery kiosks to remote‑control...
Analog vs Digital MEMS Microphones? Make the Right Choice for Your Embedded Audio Design Designing an audio subsystem for embedded devices means processing the entire signal chain responsible for capturing, processing, and reproducing sound. The typical components for an audio subsystem include microphones, codecs, meaning ADCs/DACs,...
Here is how IoT consultants connect old machines with smart systems to support factory upgrades. In this blog, we will explore the practical role of IoT consults. We will discuss if they are really necessary and if so then when to hire them. Building a smart...
2025’s Most Advanced IoT Protocols – The Complete List for Smarter Internet of Things Networks IoT protocols are sets of instructions/rules for IoT devices to be able to send data over the internet. These IoT protocols are how both devices/gateways understand each other and are able...
Why is PCB hardware design an important skill to learn in 2024? PCB hardware design is a quick short word to talk about the printed circuit boards of the hardware that engineers design. If you look around, you will see the maximum number of appliances that...