AI + IoT Engineering Insights · Page 9
Continue browsing practical engineering articles on connected devices, platforms, protocols, edge systems, and applied AI.
Blog articles · Page 9
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Why Industrial Edge Gateways Need Store-and-Forward
Many teams still treat an industrial edge gateway as a simple protocol bridge: collect data from the field, forward it to the cloud.
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Designing a Protocol Adapter Layer for Industrial IoT
Many industrial IoT teams start with a simple assumption: connect the device, write one driver per protocol, parse the value, and push the result into the platform.
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Device Shadow vs Digital Twin vs Asset Model
Many device-management and industrial IoT teams eventually hit a problem that looks like a terminology debate but turns into a platform-design problem very quickly.
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How to Layer OPC UA, MQTT, and Modbus in Industrial IoT
Many industrial IoT teams make the wrong protocol decision before the project even starts, because they compare OPC UA , MQTT.
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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.
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Edge AI Device OTA: How to Do Staged Rollouts and Rollbacks
When teams talk about Edge AI deployment, they usually start with the model: can it run on-device, how fast is inference, and what is the power profile.
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ESP32-C3 vs S3 vs C6: Firmware, TinyML, Matter, and Production Tradeoffs
Compare ESP32-C3, S3, and C6 for CPU, memory, USB, wireless, TinyML, Matter, OTA, and production validation before choosing a custom firmware platform.
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ESP32 Modbus RTU Bridge for ESPHome and Home Assistant
Many first-time ESP32 Modbus RTU projects integrated with Home Assistant start with a deceptively simple assumption: add a MAX485 , write some YAML.
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Designing Multi-Tenant Tuya Integrations for Enterprise Platforms
Learn how to design a scalable Tuya enterprise integration with multi-tenant architecture. Cover tenant isolation, permissions, and IoT platform best practices.
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Why Tuya Projects Fail on DP Modeling, Not API Calls
Learn how to design Tuya DP (Data Points) for IoT devices. Understand DP structure, examples, and best practices for scalable Tuya IoT development.
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OPC UA FX: Why Industrial Interoperability in 2026 Is About More Than MQTT
What is OPC UA FX and how does it improve industrial interoperability? Learn how it works, how it compares to MQTT, and when to use it in industrial IoT systems.
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ESP32-S3 Edge AI in Practice: Deep Optimization of TensorFlow Lite Micro Inference Performance
Deep dive into ESP32-S3 TinyML optimization, covering TFLM setup, INT8 quantization, memory tuning, PSRAM trade-offs, and real-world performance limits.
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