AI and IoT Insights
Practical articles on IoT platforms, edge gateways, embedded software, AI workflows, industrial protocols, smart hardware, and connected-product decisions.
Firmware, Configuration, and Device-Model Version Governance for IoT Fleets
One device version is not enough. Learn how firmware, configuration, and device-model versions form a governed compatibility vector for safe IoT operations.
Read articleStart from the project question, then go deeper
Use categories when you are comparing protocols, planning an IoT platform, choosing edge hardware, or deciding how AI should connect with device workflows.
Browse by engineering topic
This category could cover topics such as development tools, platforms, and hardware for building IoT solutions, including guides on using tools like Arduino, Raspberry...
View category- Firmware, Configuration, and Device-Model Version Governance for IoT Fleets
- Upper-Computer Development: From Protocol Demo to an Acceptable Industrial Application
- HarmonyOS vs OpenHarmony vs HarmonyOS NEXT: What Actually Changes for a Product Team?
This section could focus on key IoT communication protocols such as MQTT, Matter Protocol, and their updates, especially for applications in smart homes and other IoT ...
View category- Industrial Tag Modeling and Governance: Beyond the Point List
- Industrial Telemetry Pipeline Architecture: From Field Signals to Replayable Time-Series Data
- Why LwM2M Is Becoming a Deployment Gate in 2026
Articles related to the integration of machine learning and computer vision in IoT projects could go here. This would include tutorials on frameworks like OpenMV, Open...
View category- FunASR for AI Voice Projects: Offline, Edge, or Cloud ASR?
- n8n AI Workflow Automation for Business Systems
- YOLO for Vision Inspection: From Acceptance Criteria to Edge Deployment
A category dedicated to topics like edge computing, AI analytics, and how data processing is handled on IoT devices and platforms. This would also include the benefits...
View category- Industrial Tag Modeling and Governance: Beyond the Point List
- Industrial Telemetry Pipeline Architecture: From Field Signals to Replayable Time-Series Data
- IoT OTA Canary Rollouts and Rollback: A Fleet Engineering Guide
This could focus on industry-specific IoT implementations, such as smart factories, logistics automation, medical IoT solutions, and device management for large-scale ...
View category- Upper-Computer Development: From Protocol Demo to an Acceptable Industrial Application
- AI Vision Workstation vs Handheld Scanner: How to Choose for Warehouse Recognition
- AI Warehouse Recognition Workstation Use Cases
Learn Embedded System Development with practical insights, essential tips, and best practices for creating innovative, high-performance projects.
View category- Firmware, Configuration, and Device-Model Version Governance for IoT Fleets
- HarmonyOS vs OpenHarmony vs HarmonyOS NEXT: What Actually Changes for a Product Team?
- IoT OTA Canary Rollouts and Rollback: A Fleet Engineering Guide
Technical articles about AIoT SaaS Platform for AI, IoT, embedded, platform, gateway, and connected-device projects.
View category- Remote Diagnostics for Low-Power IoT Devices
- Device Jobs vs Remote Commands vs Real-Time Control
- When to Use ZedIoT for Private IoT Platform Deployment
Guides, tutorials, and case studies on Tuya IoT, Cloud API, and SDK integration to help you build scalable, production-ready smart devices and custom solutions.
View category- Wukong AI, T5AI-Core, or Standard TuyaOS: Which Path Fits Better?
- How Tuya Smart MiniApps Work with AI Agents for Device Control
- Tuya OEM to SDK App Migration Without User Disruption
Technical articles about Retail IoT for AI, IoT, embedded, platform, gateway, and connected-device projects.
View category- AI Inventory Management and Auditing: Smarter Retail Starts with Automation and Real-Time Visibility
- Employee Behavior Monitoring: How Smart Retail Improves Service and Operations
- AI Foot Traffic Analysis: Smart Retail Layout Optimization and Marketing Insights
Recently published articles
Upper-Computer Development: From Protocol Demo to an Acceptable Industrial Application
Upper-computer development is more than serial communication and an HMI. Learn how to define protocol adapters, state quality, command outcomes, diagnostics, acceptanc...
Industrial Tag Modeling and Governance: Beyond the Point List
Industrial tag governance is more than naming. This guide uses mapping and state-semantics tests to separate source points, canonical tags, assets, quality, versions, ...
Industrial Telemetry Pipeline Architecture: From Field Signals to Replayable Time-Series Data
A practical industrial telemetry pipeline architecture grounded in real ingest and Timescale regression evidence, covering contracts, deduplication, quarantine, replay...
HarmonyOS vs OpenHarmony vs HarmonyOS NEXT: What Actually Changes for a Product Team?
HarmonyOS, OpenHarmony, and HarmonyOS NEXT are not interchangeable releases. Compare governance, hardware integration, SDKs, app distribution, migration effort, and li...
FunASR for AI Voice Projects: Offline, Edge, or Cloud ASR?
FunASR can fit private, offline, Chinese-first, and edge speech recognition, but your team owns evaluation, capacity, security, monitoring, and upgrades. Use this deci...
IoT OTA Canary Rollouts and Rollback: A Fleet Engineering Guide
IoT OTA needs more than bulk delivery. Learn how to design failure-domain cohorts, admission contracts, health gates, abort rules, A/B rollback, and reconciliation for...
n8n AI Workflow Automation for Business Systems
n8n can connect webhooks, CRM, email, forms, and AI into visible workflows, but it should not replace a system of record or high-risk transaction service. This guide u...
YOLO for Vision Inspection: From Acceptance Criteria to Edge Deployment
YOLO works well when targets are visible, the station is controlled, and latency and detection errors can be measured. This guide explains acceptance criteria, failure...
When to Use Dify Instead of Custom AI App Development
Dify can accelerate Workflow, RAG, Agent, and API-based AI applications, but it should not replace a complex business backend. Use this decision guide to define system...
Why LwM2M Is Becoming a Deployment Gate in 2026
LwM2M in 2026 is more than lightweight device management. Using OMA 1.2.2, SVE-44, and Germany’s smart-meter rollout as signals, this guide defines qualification tests...
ESPHome vs OpenMQTTGateway for Home Assistant Bridge Devices
Use ESPHome when known sensors, actuators, and Modbus registers should become native Home Assistant entities. Use OpenMQTTGateway when BLE, RF, IR, and serial traffic ...
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