AI and IoT Insights
Practical articles on IoT platforms, edge gateways, embedded software, AI workflows, industrial protocols, smart hardware, and connected-product decisions.
Blog articles · Page 4
Designing Thread Border Router Topology for Home Assistant
A Thread Border Router topology for Home Assistant should start with one manageable preferred Thread network, known credentials, reachable Matter Server, IPv6/mDNS, an...
ESPHome vs OpenMQTTGateway for ESP32 Bridge Devices
ESPHome is usually the better fit for declarative ESP32 device nodes, sensors, relays, and Home Assistant native integration. OpenMQTTGateway is a better fit for BLE, ...
Why Matter over Thread Fails Most Often at Commissioning in Home Assistant
Matter over Thread failures in Home Assistant are usually not caused by a broken device. They often come from a broken path between the phone, Matter Server, Thread Bo...
Tuya Webhook vs Pulsar for IoT Event Synchronization
Tuya Webhook vs Pulsar is not only an API choice. It is a trade-off across event reliability, replay, fan-out, consumer scaling, and operational complexity for IoT eve...
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, and audit events visible w...
Choosing a Serial and Modbus Debugging Toolchain: NetAssist, CoolTerm, and Modbus Poll
NetAssist, CoolTerm, and Modbus Poll should not be chosen by popularity. Use CoolTerm for raw serial visibility, NetAssist-style tools for TCP/UDP and packet checks, a...
FUXA, Node-RED, and Modbus as an Open-Source SCADA Stack
FUXA, Node-RED, and Modbus can form a practical open-source SCADA prototype stack for HMI screens, data collection, and lightweight automation, but production SCADA st...
Dify Workflow Template Patterns for Smart Home and IoT Automation
Dify Workflow is useful for reusable smart home and IoT automation templates, but it should not replace the device control plane. This guide covers event summaries, al...
n8n + Tuya for IoT Automation: Workflow, Events, and Commands
n8n can connect Tuya device events to business workflows, alerts, tickets, and AI summaries, but it should not be the real-time IoT control plane. This guide explains ...
Tuya Cloud API Production Pitfalls: Auth, Rate Limits, Events, and Data Consistency
Tuya Cloud API production issues usually come from auth, token refresh, rate limits, event synchronization, and data consistency, not from basic API calls. This guide ...
Why TinyML on ESP32-S3 Bottlenecks on Memory, Quantization, and Real-Time Inference
ESP32-S3 can run TinyML, but production success depends less on AI instructions alone and more on SRAM, tensor arena sizing, INT8 quantization, operator support, PSRAM...
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, MCP should govern tools and cont...
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