Uncover the Latest in AI and IoT

The hard part of enterprise Tuya integration is usually not whether the APIs work. The harder part is designing tenant isolation, organization mapping, permission boundaries, asset relationships, and reconciliation before the platform scales. This article shows a more durable integration pattern.

Many Tuya projects do not fail because of API calls. They fail because the DP model is weak. This article explains how dp_code semantics, command-state separation, units, ranges, and versioning determine whether a Tuya device model can survive long-term evolution.

Industrial interoperability in 2026 is no longer just about MQTT. This article explains why OPC UA FX, OPC UA over MQTT, and brownfield-to-cloud layering matter more when industrial systems need shared semantics, not only message transport.

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.

Zigbee 4.0 introduces Suzi Zigbee, Sub-GHz Zigbee, and a more reliable Zigbee mesh network for industrial Zigbee network deployments.

Learn how the Tuya Cloud API works, how to get your Access ID, Access Secret, and endpoint URL, request tokens, control devices, and integrate Tuya into real IoT systems. A practical guide for developers and product teams.

A step-by-step guide to convert MediaPipe Gesture Recognition models to RKNN and running real-time inference on RK3566 NPU, with code and troubleshooting tips.

Learn how AI employee tracking actually works in retail and see practical methods to improve service quality, staff safety, and store compliance with examples.

Build a Node-RED Modbus Server and learn how a node red modbus server processes Modbus TCP data, parses registers, and sends industrial telemetry to MQTT.

Learn how Tuya AI integration works using Cloud API, App SDK, and event-driven automation. A practical guide for building reliable AI-driven workflows.