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
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...
ESP32-S3 Voice Pipeline Design with I2S, PDM, and ESPHome Voice Assistant
ESP32-S3 voice satellites for Home Assistant and ESPHome are limited by the full audio pipeline: I2S/PDM microphones, buffers, Wi-Fi jitter, Assist pipeline latency, a...
ZHA vs Zigbee2MQTT vs Matter in Home Assistant: Which Integration Path Should You Choose?
ZHA, Zigbee2MQTT, and Matter solve different problems in Home Assistant. This guide compares device compatibility, maintenance cost, debugging depth, network boundarie...
High-Density LED Control with ESP32 RMT and WLED
Driving large WS2812 or SK6812 installations with ESP32 and WLED is not just an MCU performance problem. The real constraints are LEDs per output, RMT interrupt or DMA...
OPC UA vs Modbus vs BACnet: How to Choose for Industrial and Building Automation
OPC UA, Modbus, and BACnet should not be compared only by which protocol is newer. Modbus fits low-level device register access, BACnet fits building automation intero...
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