Uncover the Latest in AI and IoT

Many IoT platforms mix device shadow, digital twin, and asset model into one object and end up with bloated state models, weak search, and confused operations. This article explains what each one is for and how to stack them more cleanly.

OPC UA, MQTT, and Modbus are not simple replacements for one another in industrial IoT. In many practical architectures, Modbus stays at device access, OPC UA unifies edge semantics, and MQTT carries northbound events and decoupled platform integration.

How much does a Tuya app cost? Learn OEM vs custom pricing, timelines, and when to move beyond OEM based on real IoT projects.

The hard part of Edge AI OTA is not pushing a new package. It is designing staged rollout, rollback, and remote recovery for devices whose firmware, model, and configuration evolve together. This article explains how to do it from ESP32 to RK3566.

Choosing between ESP32-C3, ESP32-S3, and ESP32-C6 is less about which chip is newer and more about wireless roadmaps, USB and audio peripherals, runtime headroom, and long-term firmware complexity. This article gives a more practical selection path for custom firmware projects.

Building an ESP32 Modbus-RTU bridge is not mainly about connecting a MAX485 board. The real issues are RS485 electrical design, UART ownership, polling cadence, and the operational boundaries of ESPHome modbus_controller. This article explains how to bridge PLC data into ESPHome and Home Assistant more reliably.

Learn how to design a scalable Tuya enterprise integration with multi-tenant architecture. Cover tenant isolation, permissions, and IoT platform best practices.

Learn how to design Tuya DP (Data Points) for IoT devices. Understand DP structure, examples, and best practices for scalable Tuya IoT development.

What is OPC UA FX and how does it improve industrial interoperability? Learn how it works, how it compares to MQTT, and when to use it in industrial IoT systems.

Deep dive into ESP32-S3 TinyML optimization, covering TFLM setup, INT8 quantization, memory tuning, PSRAM trade-offs, and real-world performance limits.

A deep dive into ESP32 edge AI architecture, covering OTA design, INT8 inference, memory constraints, and production considerations for long-running devices.

Tuya vs DIY IoT: Which yields better ROI? Don't let compliance and maintenance costs kill your profit. Get the quantified comparison guide for CTOs.

Struggling with ESP32 chip series comparison? This clear 2026 guide maps versions to real IoT and edge AI use—save power, avoid feature bloat.

Real-time YOLOv8 INT8 on RK3566 is possible—if you manage execution paths, quantization effects, and model limits.

RKNN ONNX opset compatibility guide: static shape, post-process outside model, fix opset for YOLOv8 NPU stability and operator mapping.

AI inventory management for retail. Boost demand forecasting, shelf tracking, and real-time visibility with automation.