AI + IoT Engineering Insights · Page 5
Continue browsing practical engineering articles on connected devices, platforms, protocols, edge systems, and applied AI.
Blog articles · Page 5
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Edge Gateway vs IoT Platform vs Serial Converter
In device connectivity projects, serial converters, edge gateways, and IoT platforms often appear in the same bill of materials.
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When to Use ZedIoT for Private IoT Platform Deployment
If a company only needs to connect a small number of standard devices to a hosted dashboard, a SaaS IoT platform is usually faster.
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AIHub-Z3 vs AIHub-Z5 Edge Computing Box Selection
Many edge AI projects start with a hardware question: is RK3566 enough, or should the project move directly to RK3588?
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ZigBee vs Wi-Fi Smart Freezer Temperature Controllers
Many commercial refrigeration projects start with a simple question: should the smart temperature controller use ZigBee or Wi-Fi?
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How to Choose AIoT Products for Legacy Device Upgrades
Legacy device upgrades should not start by buying one all-in-one product. Start by identifying whether the project lacks device connectivity, edge processing.
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Designing a Tuya Gateway for BLE, Zigbee, Thread, and Matter Devices
A Tuya gateway architecture should not start with the question "how many protocols can this gateway support?" The harder question is whether the gateway clearly owns.
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When to Use LangGraph for AI Agent Workflows
LangGraph is a strong fit for AI agent workflows that need explicit state, loops, human review, checkpoint recovery, and observability.
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Ollama for Local AI and Private Deployment: Enterprise Use Cases and Limits
Ollama is not the answer to "move all AI workloads on-premises." It is a practical fit when data needs to stay inside a controlled environment.
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How to Choose an AI Development Toolchain for Enterprise Projects
An enterprise AI development toolchain should not start with "which tool is popular." It should start by separating the business task chain.
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Home Assistant Voice: Local, Cloud, or Hybrid?
Home Assistant Voice should not be reduced to "local is always better" or "cloud is always smarter." The useful decision is to split the voice path into five stages.
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LTE-M, NB-IoT, or Cat-1 bis: How to Choose for Global Rollouts
Many global IoT projects reduce cellular module selection to a simple price question: should the device use LTE-M, NB-IoT, or Cat-1 bis?
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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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