AI + IoT Engineering Insights · Page 3
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Blog articles · Page 3
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YOLO for Vision Inspection: From Acceptance Criteria to Edge Deployment
YOLO is a strong fit for a specific class of vision problem: determine whether a visible object is present, identify its class.
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When to Use Dify Instead of Custom AI App Development
If the main job is to connect user input, knowledge retrieval, model calls, branches, tools, and output into an observable AI process.
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Why LwM2M Is Becoming a Deployment Gate in 2026
A team managing a few hundred identical devices can assemble a workable control plane from private MQTT topics, remote commands, and an OTA API.
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ESPHome vs OpenMQTTGateway for Home Assistant Bridge Devices
ESPHome and OpenMQTTGateway are not competing on a single feature checklist. Choose ESPHome when a bridge node must turn a known set of sensors, relays.
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When to Use LlamaIndex for RAG Knowledge Bases
LlamaIndex is not the right answer for every “upload documents and ask questions” project. It becomes valuable when the hard part is turning PDFs, websites.
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Wukong AI, T5AI-Core, or Standard TuyaOS: Which Path Fits Better?
The hard part of a Tuya AI hardware project is not deciding whether AI sounds attractive. The hard part is separating three different decisions.
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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.
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How Tuya Smart MiniApps Work with AI Agents for Device Control
When teams look at Tuya Smart MiniApp and Tuya AI Agent Platform together, the first assumption is tempting.
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Historian vs Time-Series Database for Industrial IoT
In industrial IoT projects, plant historians and general time-series databases are often compared as if one should replace the other.
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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.
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Remote Diagnostics for Low-Power IoT Devices
The hardest failures in low-power IoT are often not total silence. They show up as partial signals: battery voltage drifting down, RSSI getting worse.
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Tuya OEM to SDK App Migration Without User Disruption
When a team moves from a Tuya OEM app to a custom SDK app, the riskiest question is not whether the SDK can be integrated.
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