AI and IoT Insights
Practical articles on IoT platforms, edge gateways, embedded software, AI workflows, industrial protocols, smart hardware, and connected-product decisions.
Blog articles · Page 2
IoT OTA Canary Rollouts and Rollback: A Fleet Engineering Guide
IoT OTA needs more than bulk delivery. Learn how to design failure-domain cohorts, admission contracts, health gates, abort rules, A/B rollback, and reconciliation for...
n8n AI Workflow Automation for Business Systems
n8n can connect webhooks, CRM, email, forms, and AI into visible workflows, but it should not replace a system of record or high-risk transaction service. This guide u...
YOLO for Vision Inspection: From Acceptance Criteria to Edge Deployment
YOLO works well when targets are visible, the station is controlled, and latency and detection errors can be measured. This guide explains acceptance criteria, failure...
When to Use Dify Instead of Custom AI App Development
Dify can accelerate Workflow, RAG, Agent, and API-based AI applications, but it should not replace a complex business backend. Use this decision guide to define system...
Why LwM2M Is Becoming a Deployment Gate in 2026
LwM2M in 2026 is more than lightweight device management. Using OMA 1.2.2, SVE-44, and Germany’s smart-meter rollout as signals, this guide defines qualification tests...
ESPHome vs OpenMQTTGateway for Home Assistant Bridge Devices
Use ESPHome when known sensors, actuators, and Modbus registers should become native Home Assistant entities. Use OpenMQTTGateway when BLE, RF, IR, and serial traffic ...
When to Use LlamaIndex for RAG Knowledge Bases
LlamaIndex fits RAG systems that need multi-source ingestion, repeatable indexing, tunable retrieval, and evaluation. Small, stable, or fully managed knowledge bases o...
Wukong AI, T5AI-Core, or Standard TuyaOS: Which Path Fits Better?
Tuya AI hardware selection should not start with the newest AI label. Wukong AI fits AI-first hardware, T5AI-Core and T5AI-Board fit voice and display validation, and ...
How to Build Practical AI Agents with OpenAI APIs
Practical OpenAI agent development is not just a chatbot demo. It requires clear tool definitions, authorization, structured outputs, human approval, logging, retries,...
How Tuya Smart MiniApps Work with AI Agents for Device Control
Tuya Smart MiniApps can provide a lightweight AI interaction entry point, but they should not replace device-control governance, audit, or business orchestration. This...
Historian vs Time-Series Database for Industrial IoT
Plant historians and general time-series databases are not simple replacements for one another. This guide compares them by data quality, compression, tag governance, ...
OpenThread and ESP32-C6 in Practice: When Thread Mesh Beats More Wi-Fi
Learn how OpenThread, Thread Mesh, Matter, ESP32-C6/H2, and Thread Border Routers fit together, and when Thread is the right choice for low-power multi-node IoT devices.
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