AI + IoT Engineering Insights · Page 6
Continue browsing practical engineering articles on connected devices, platforms, protocols, edge systems, and applied AI.
Blog articles · Page 6
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Designing Thread Border Router Topology for Home Assistant
When people deploy a Thread Border Router for Home Assistant , the first question is often "How many border routers do I need?" That is usually the wrong starting.
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ESPHome vs OpenMQTTGateway for ESP32 Bridge Devices
If you want to connect a temperature sensor, relay board, RS485 module, or custom GPIO device to Home Assistant , ESPHome is usually the safer first choice.
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Why Matter over Thread Fails Most Often at Commissioning in Home Assistant
When a Matter over Thread device fails to join Home Assistant , it is tempting to blame the device, the QR code, or the mobile app.
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Tuya Webhook vs Pulsar for IoT Event Synchronization
When teams connect Tuya devices to an IoT backend, they often ask a simple question: should device status changes be pushed to a webhook.
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Implementing AG-UI Patterns in IoT Dashboards
AG-UI is valuable in IoT dashboards when it makes agent state, evidence, command proposals, human confirmation, execution failure, rollback.
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Choosing a Serial and Modbus Debugging Toolchain: NetAssist, CoolTerm, and Modbus Poll
A serial and Modbus debugging toolchain should not start with the question "which tool is the most complete?" It should start with the object being debugged.
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FUXA, Node-RED, and Modbus as an Open-Source SCADA Stack
FUXA, Node-RED, and Modbus can form a useful open-source SCADA prototype stack. Its value is not that it replaces a full industrial SCADA platform.
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Dify Workflow Template Patterns for Smart Home and IoT Automation
The most useful role for Dify Workflow in smart home and IoT automation is not "connecting every device to AI." Its stronger use is turning repeated automation logic.
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n8n + Tuya for IoT Automation: Workflow, Events, and Commands
The easiest mistake in an n8n + Tuya integration is to treat a working automation workflow as proof that the device control path is production-ready.
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Tuya Cloud API Production Pitfalls: Auth, Rate Limits, Events, and Data Consistency
Many teams start a Tuya Cloud API integration with a simple success criterion: the API returns 200, a device can be controlled, and the current status can be read.
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Why TinyML on ESP32-S3 Bottlenecks on Memory, Quantization, and Real-Time Inference
When people ask whether ESP32-S3 can run TinyML, the useful answer is not a simple yes or no.
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AG-UI vs MCP vs Function Calling for IoT Control Interfaces
AG-UI, MCP, and Function Calling do not solve the same layer. In IoT control interfaces, AG-UI should handle user-facing agent events.
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