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 6
How to Separate Model, Firmware, and Config Versioning in Edge AI
Edge AI fleets become hard to operate when firmware, model, and config are hidden behind one bundle version. This article explains how to separate those version planes...
The Hard Part of Global IoT Is Not Connectivity, but Lifecycle Control
Global IoT deployments rarely fail because devices cannot connect. They fail because eSIM provisioning, device identity, regional policy, config versions, and operatio...
Layering A2A, MCP, OPC UA, and Modbus for Agentic IoT
Agentic IoT becomes fragile when A2A, MCP, OPC UA, and Modbus are treated as interchangeable layers. A more stable architecture uses A2A for agent coordination, MCP fo...
Why Industrial Edge Gateways Need Store-and-Forward
Industrial edge gateways that only forward data usually lose control of buffering, replay order, duplicate writes, and acknowledgment recovery during weak network cond...
Designing a Protocol Adapter Layer for Industrial IoT
Industrial IoT platforms that treat Modbus, OPC UA, MQTT, and HTTP as isolated drivers usually lose control of semantic mapping, error handling, command confirmation, ...
Device Shadow vs Digital Twin vs Asset Model
Many IoT platforms mix device shadow, digital twin, and asset model into one object and end up with bloated state models, weak search, and confused operations. This ar...
Device Shadow vs Digital Twin vs Asset Model
Many IoT platforms mix device shadow, digital twin, and asset model into one object and end up with bloated state models, weak search, and confused operations. This ar...
How to Layer OPC UA, MQTT, and Modbus in Industrial IoT
OPC UA, MQTT, and Modbus are not simple replacements for one another in industrial IoT. In many practical architectures, Modbus stays at device access, OPC UA unifies ...
Tuya App Development Cost: OEM vs Custom App Pricing Guide
How much does a Tuya app cost? Learn OEM vs custom pricing, timelines, and when to move beyond OEM based on real IoT projects.
Edge AI Device OTA: How to Do Staged Rollouts and Rollbacks
The hard part of Edge AI OTA is not pushing a new package. It is designing staged rollout, rollback, and remote recovery for devices whose firmware, model, and configu...
ESP32-C3 vs ESP32-S3 vs ESP32-C6 for Custom Firmware Projects
Choosing between ESP32-C3, ESP32-S3, and ESP32-C6 is less about which chip is newer and more about wireless roadmaps, USB and audio peripherals, runtime headroom, and ...
ESP32 Modbus RTU Bridge for ESPHome and Home Assistant
Building an ESP32 Modbus-RTU bridge is not mainly about connecting a MAX485 board. The real issues are RS485 electrical design, UART ownership, polling cadence, and th...
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