IoT Tools and Platforms
Engineering guides for selecting, deploying, and extending IoT platforms, development tools, dashboards, and device operations software.
IoT Tools and Platforms articles · Page 2
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.
Read article
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.
Read article
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.
Read article
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.
Read article
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.
Read article
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.
Read article
Why Local Architecture Matters More Than Device Count in Home Assistant Energy Management
Many Home Assistant energy projects start with the same instinct: add more devices. Add the smart meter, inverter, battery, EV charger, HVAC controller, smart plugs.
Read article
Device Jobs vs Remote Commands vs Real-Time Control
Many IoT platforms start with one simple idea: send a JSON command to a device and wait for a result. That can work during early integration.
Read article
Tuning ESPHome Voice Satellites for Low Latency and Stability
When an ESPHome voice satellite feels slow or choppy, it is tempting to blame the wake word model or Home Assistant itself.
Read article
Tuya AI Agent Dev Platform vs Custom Agent Orchestration
When teams see Tuya AI Agent Dev Platform, the first question is usually straightforward: if the platform can already configure agents, models, plugins.
Read article
Why Freezer Controllers Need Remote Monitoring and Alerts
The main risk in commercial refrigeration is not one short temperature fluctuation. The real risk is that the cabinet temperature drifts, defrost behaves abnormally.
Read article
Wi-Fi Serial Converter vs ZigBee Serial Converter: How to Choose
If a site already has RS485 or RS232 equipment, both Wi-Fi serial converters and ZigBee serial converters can bring serial data into a network.
Read articleEvaluating a IoT Tools and Platforms project?
Share the device, data flow, network condition, target users, and business system boundaries. We can help you decide what to build first.