AI + IoT Engineering Insights · Page 8
Continue browsing practical engineering articles on connected devices, platforms, protocols, edge systems, and applied AI.
Blog articles · Page 8
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Tuya Local Control vs Cloud API vs App SDK: What Should You Choose?
Many teams start a Tuya project by asking a simple question: should we use local control, Cloud API , or App SDK ?
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ESP32 Firmware Development Guide for IoT Devices
Many teams treat ESP32 firmware development as finished once the device connects to Wi-Fi, reads sensors, and sends telemetry to the cloud.
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How to Model Device Online State Correctly
Many IoT platforms still store online state as a single field such as online = true/false .
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SGP.32 + LwM2M: A Practical Stack for Global IoT Deployment in 2026
Many teams split global IoT work into two tracks. One track handles eSIM / profile control, carriers, and regional connectivity.
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The Core Architecture of an IoT Device Management Platform
Many teams still treat an IoT device-management platform as three things: device registration, online status, and a device-detail page.
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How to Design a Local-First Smart Home with Home Assistant
When people talk about a Home Assistant setup being "local-first," the first instinct is often "remove the cloud." That instinct is understandable.
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The Hard Part of Multimodal Edge Systems Is Latency, Sync, and Operations
When teams build multimodal edge terminals, they often focus on the models first. They ask whether speech recognition is accurate enough.
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Why Edge AI Fails More Often on Observability Than on Model Accuracy
When teams talk about Edge AI, they usually start with the model: can it run on-device, how fast is inference, and what is the power profile.
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Brownfield to Cloud: A Practical Path for Legacy Industrial Equipment
Many teams begin a brownfield industrial modernization project with a dangerously simple assumption: add a gateway, convert a few signals.
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How to Separate Model, Firmware, and Config Versioning in Edge AI
Many teams treat versioning in edge devices as a simple software-management task. There is one version number, the device upgrades once.
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The Hard Part of Global IoT Is Not Connectivity, but Lifecycle Control
Many teams start global IoT planning by comparing LTE-M , NB-IoT , Cat-1 bis , coverage maps, and carrier pricing.
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Layering A2A, MCP, OPC UA, and Modbus for Agentic IoT
If an Agentic IoT stack asks A2A to manage devices, lets MCP write field-level operations directly, and compares OPC UA with Modbus as if they belonged to the same.
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