AI + IoT Engineering Insights · Page 10
Continue browsing practical engineering articles on connected devices, platforms, protocols, edge systems, and applied AI.
Blog articles · Page 10
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ESP32 Edge AI Architecture: OTA, INT8, and Inference Guide
A deep dive into ESP32 edge AI architecture, covering OTA design, INT8 inference, memory constraints, and production considerations for long-running devices.
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The Real Cost of Building Your Own AIoT Platform: A CTO’s Guide to Tuya vs. DIY IoT
Tuya vs DIY IoT: Which yields better ROI? Don’t let compliance and maintenance costs kill your profit. Get the quantified comparison guide for CTOs.
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ESP32 Chip Series: Best Use Cases and Model Comparison 2026
Struggling with ESP32 chip series comparison? This clear 2026 guide maps versions to real IoT and edge AI use—save power, avoid feature bloat.
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RK3566 Can Run YOLOv8 INT8 — But Only Within These Limits
Real-time YOLOv8 INT8 on RK3566 is possible—if you manage execution paths, quantization effects, and model limits.
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RKNN ONNX Opset Compatibility Guide: Constraints, Failures, and Baselines for Edge NPU Deployment
RKNN ONNX opset compatibility guide: static shape, post-process outside model, fix opset for YOLOv8 NPU stability and operator mapping.
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AI Inventory Management and Auditing: Smarter Retail Starts with Automation and Real-Time Visibility
AI inventory management for retail. Boost demand forecasting, shelf tracking, and real-time visibility with automation.
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Zigbee 4.0: Architecture, Suzi Sub-GHz, and Industrial Mesh Networks
Zigbee 4.0 introduces Suzi Zigbee, Sub-GHz Zigbee, and a more reliable Zigbee mesh network for industrial Zigbee network deployments.
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Tuya Cloud API Integration: Verify Authentication, Device Scope, and State Separately
When a server-side team integrates Tuya devices into its own product, the most costly mistake is usually not a malformed HTTP request.
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Migrating MediaPipe Gesture Recognition to RKNN: From .task to RK3566 Deployment
A step-by-step guide to convert MediaPipe Gesture Recognition models to RKNN and running real-time inference on RK3566 NPU, with code and troubleshooting tips.
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Employee Behavior Monitoring: How Smart Retail Improves Service and Operations
Learn how AI employee tracking actually works in retail and see practical methods to improve service quality, staff safety, and store compliance with examples.
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Building a Protocol Gateway with Node-RED and Modbus Server: A Complete Pipeline from Industrial Devices to MQTT
Build a Node-RED Modbus Server and learn how a node red modbus server processes Modbus TCP data, parses registers, and sends industrial telemetry to MQTT.
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Tuya AI Integration: Practical Ways to Build Intelligent IoT Workflows
Learn how Tuya AI integration works using Cloud API, App SDK, and event-driven automation. A practical guide for building reliable AI-driven workflows.
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