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Machine Heart
Machine Heart
May 16, 2026 · Industry Insights

Beyond Showmanship: Hangzhou 2026 Robot Contest Tests Real-World Work

At the 2026 Hangzhou International Embodied Robot Scenario Application Competition, over 200 teams from China and abroad performed standardized professional tests and real‑world scenario challenges—ranging from fire‑rescue to data‑center maintenance—to evaluate whether robots can truly work on site, while also driving standards such as the CR certification.

AICR certificationembodied robotics
0 likes · 15 min read
Beyond Showmanship: Hangzhou 2026 Robot Contest Tests Real-World Work
Machine Heart
Machine Heart
Apr 20, 2026 · Industry Insights

The Toughest Dexterous Robotic Hand Yet: OmniHand 3 Ultra‑T, Lite, and OmniPicker 3 Unveiled

At the 2024 ZhiYuan Partner Conference, the company introduced three new rope‑driven dexterous hands—OmniHand 3 Ultra‑T, OmniHand 3 Lite, and OmniPicker 3—detailing their technical routes, performance specs, ruggedness improvements, and open‑source ecosystem that aim to make high‑precision manipulation affordable and reliable for research and industry.

Embodied AIOmniHandOmniPicker
0 likes · 18 min read
The Toughest Dexterous Robotic Hand Yet: OmniHand 3 Ultra‑T, Lite, and OmniPicker 3 Unveiled
Machine Heart
Machine Heart
Apr 20, 2026 · Artificial Intelligence

Deployment Era Starts: How One Firm Delivered Seven Turnkey Embodied‑AI Solutions Without Selling Robots

ZhiYuan announced four new robot bodies, six AI models and seven standardized productivity solutions, backed by a full‑stack AIMA ecosystem and a massive data network, achieving 10,000 mass‑produced robots by 2026, 39% market share in 2025 and revenue surpassing 1 billion yuan, marking the first year of the embodied‑AI deployment era.

AI modelsDeploymentEcosystem
0 likes · 14 min read
Deployment Era Starts: How One Firm Delivered Seven Turnkey Embodied‑AI Solutions Without Selling Robots
Lisa Notes
Lisa Notes
Apr 17, 2026 · Industry Insights

Why Humanoid Robots Are Booming Yet Hard for the Average Person to Join – An Industry Chain Overview

The article traces the historical roots of humanoid robots, outlines safety protocols like Asimov's Three Laws, categorises robot generations and control types, dissects the upstream‑downstream supply chain with component cost breakdowns, examines manufacturing processes, showcases key application scenarios, and analyses emerging business models and challenges in the fast‑growing robotics market.

AI SafetyHumanoid Robotsindustrial automation
0 likes · 24 min read
Why Humanoid Robots Are Booming Yet Hard for the Average Person to Join – An Industry Chain Overview
Machine Heart
Machine Heart
Apr 12, 2026 · Industry Insights

From Mobility to Usability: How Far Are Humanoid Robots from Mass Delivery?

In the past six months the humanoid robot industry has moved beyond mere mobility, with dozens of companies deploying robots continuously in factories, warehouses, retail and homes, yet production pace, scenario choices and technical paths still leave several engineering bottlenecks before large‑scale delivery can be achieved.

AI PlatformsHumanoid RobotsRaaS
0 likes · 10 min read
From Mobility to Usability: How Far Are Humanoid Robots from Mass Delivery?
Code Wrench
Code Wrench
Jan 18, 2026 · Backend Development

How Go Powers a Smart Factory: Config, Tracing, and Event‑Driven Architecture

This article explains how a Go‑based smart factory evolves from a prototype to a production‑grade system by externalizing configuration with Viper, injecting Trace IDs for end‑to‑end observability, and adopting an event‑driven architecture to achieve flexible, maintainable, and scalable industrial automation.

Backend DevelopmentConfiguration ManagementDistributed Tracing
0 likes · 13 min read
How Go Powers a Smart Factory: Config, Tracing, and Event‑Driven Architecture
Code Wrench
Code Wrench
Jan 17, 2026 · Backend Development

Building a Go-Powered Industrial Scheduling System with FSM, Saga, and WAL

This article demonstrates how to design and implement a miniature yet fully functional industrial intelligent scheduling system in Go, leveraging a workflow engine, priority queue, saga‑based transactions with FSM state management, concurrent station execution, and write‑ahead logging for reliable, real‑time factory automation.

FSMGoWAL
0 likes · 9 min read
Building a Go-Powered Industrial Scheduling System with FSM, Saga, and WAL
Liangxu Linux
Liangxu Linux
Sep 8, 2025 · Fundamentals

Understanding Modbus: History, Memory Areas, Addresses, and Function Codes

This article provides a comprehensive overview of the Modbus protocol, covering its origins, the classification of memory areas, address encoding, storage area codes, function codes, and the different protocol families (RTU, ASCII, TCP) used in industrial automation.

Function CodesMemory AreasModbus
0 likes · 13 min read
Understanding Modbus: History, Memory Areas, Addresses, and Function Codes
21CTO
21CTO
Jul 4, 2025 · Fundamentals

Why Rust Is Revolutionizing Industrial Automation: Speed, Safety, and Scalability

This article explains how Rust’s high performance, strict memory safety, and modern concurrency model are reshaping industrial automation—from embedded controllers and IoT devices to robotics—by eliminating common C/C++ bugs, improving reliability, and enabling scalable, secure systems.

IoTRoboticsRust
0 likes · 8 min read
Why Rust Is Revolutionizing Industrial Automation: Speed, Safety, and Scalability
DataFunSummit
DataFunSummit
Jan 27, 2025 · Artificial Intelligence

Intelligent Plastic Bottle Sorting: Challenges, Multimodal AI Methods, High‑Speed Performance, and Commercialization Path

This article examines the state and challenges of plastic bottle recycling, presents multimodal AI‑driven sorting methods using RGB and NIR data, discusses high‑speed sorting performance, and outlines a commercial pathway that balances precision, speed, and cost for large‑scale deployment.

Computer Visionhigh-speed sortingindustrial automation
0 likes · 12 min read
Intelligent Plastic Bottle Sorting: Challenges, Multimodal AI Methods, High‑Speed Performance, and Commercialization Path
AntTech
AntTech
Oct 29, 2024 · Artificial Intelligence

Embodied Intelligence and General‑Purpose Humanoid Robots: Insights from Wang He’s Ant T‑Space Talk

In a detailed presentation, Peking University assistant professor Wang He explained the current state and future direction of embodied intelligence, emphasizing synthetic data, three core intelligences, and the commercial‑grade capabilities of his startup’s general‑purpose humanoid robots across manufacturing, retail, and home applications.

Embodied AIhumanoid robotindustrial automation
0 likes · 17 min read
Embodied Intelligence and General‑Purpose Humanoid Robots: Insights from Wang He’s Ant T‑Space Talk
DataFunSummit
DataFunSummit
Mar 5, 2024 · Artificial Intelligence

AI-Driven Intelligent Management and Regulation of Mold Temperature in Smart Manufacturing

This article explores how artificial intelligence, computer vision, and control algorithms are applied to smart manufacturing for intelligent mold temperature detection, cooling flow regulation, and full‑process system alerts, presenting a detailed solution architecture, key technologies, and a real‑world case study.

AIComputer VisionMold Temperature Control
0 likes · 11 min read
AI-Driven Intelligent Management and Regulation of Mold Temperature in Smart Manufacturing
Liangxu Linux
Liangxu Linux
Oct 23, 2023 · Fundamentals

Unlock Faster, Safer Embedded Systems with Asymmetric AMP Dual‑OS Architecture

This article explains the concept of asymmetric AMP dual‑system architecture, outlines its real‑time, stability, and cost advantages for industrial automation, and provides a step‑by‑step UART‑echo development example on the RK3568J SOM, including flashing commands and U‑Boot configuration.

LinuxReal-Timeasymmetric-amp
0 likes · 7 min read
Unlock Faster, Safer Embedded Systems with Asymmetric AMP Dual‑OS Architecture
Alibaba Terminal Technology
Alibaba Terminal Technology
Jul 27, 2023 · Artificial Intelligence

How LLMs Transform Industrial Configuration Software: Architecture & Use Cases

This article explains how integrating large language models into industrial configuration tools creates AI‑driven features such as knowledge Q&A, automatic application generation, smart drawing, script and material generation, and outlines the three‑layer architecture, prompt engineering, and implementation lessons for developers.

AI integrationLLMPrompt engineering
0 likes · 30 min read
How LLMs Transform Industrial Configuration Software: Architecture & Use Cases
DataFunSummit
DataFunSummit
Jan 12, 2023 · Big Data

Industrial IoT Data Collection Platform: Neuron v2.0 Architecture, Design, and Case Studies

This article presents a comprehensive overview of EMQ's Neuron industrial IoT data collection platform, detailing the lessons learned from version 1.x, the redesigned v2.0 architecture, core modules, plugin mechanisms, data‑tag management, eKuiper integration, and two real‑world case studies in oil‑field and smart‑factory environments.

Big DataIoTdata collection
0 likes · 16 min read
Industrial IoT Data Collection Platform: Neuron v2.0 Architecture, Design, and Case Studies
21CTO
21CTO
Dec 29, 2021 · Artificial Intelligence

How China Aims to Lead Global Robotics by 2025: A Five-Year Plan Unveiled

China's new five‑year roadmap targets a 20% annual growth in robot industry revenue, aiming to double robot density per 10,000 workers by 2025, while boosting domestic core component performance to match foreign standards and expanding high‑end robot applications across multiple sectors.

ChinaManufacturingRobot Industry
0 likes · 5 min read
How China Aims to Lead Global Robotics by 2025: A Five-Year Plan Unveiled
DataFunTalk
DataFunTalk
Sep 5, 2021 · Cloud Computing

Edge Computing Practices at NetEase: Architecture, Modules, and Real-World Scenarios

This article systematically introduces NetEase's edge computing implementation, covering its architecture, core modules such as Hub, Compute Engine, and Edge Services, the cloud‑edge collaboration mechanisms, and detailed industrial and campus use cases demonstrating real‑time control, data privacy, and AI integration.

IoTReal-time Controlcloud-edge collaboration
0 likes · 16 min read
Edge Computing Practices at NetEase: Architecture, Modules, and Real-World Scenarios
Alibaba Terminal Technology
Alibaba Terminal Technology
Apr 1, 2021 · Cloud Computing

Why Alibaba Cloud’s IoT Studio Is the Game‑Changer for Low‑Code IoT Development

This article examines the rapid growth of low‑code platforms, explains why the IoT sector remains a blue‑ocean market, and details how Alibaba Cloud’s IoT Studio combines no‑code app building with low‑code services to accelerate device management, fault prediction, and production optimization for industrial IoT applications.

Alibaba CloudIoTcloud platform
0 likes · 12 min read
Why Alibaba Cloud’s IoT Studio Is the Game‑Changer for Low‑Code IoT Development
DevOps
DevOps
Mar 19, 2021 · Operations

Fourteen Common Automated Sorting Methods in Warehouse Logistics

This article introduces fourteen typical automated sorting technologies used in warehouse logistics, describing each method and providing illustrative images to help readers understand the various solutions for efficient material handling.

automated sortingindustrial automationmaterial handling
0 likes · 2 min read
Fourteen Common Automated Sorting Methods in Warehouse Logistics
Architects Research Society
Architects Research Society
Apr 16, 2020 · Operations

Understanding SCADA Systems: Architecture, Evolution, and Modern Applications

SCADA (Supervisory Control and Data Acquisition) systems are essential industrial automation platforms that monitor and control processes across sectors such as energy, manufacturing, and water treatment, featuring sensor‑to‑PLC/RTU data flow, HMI interfaces, SQL integration, and modern web‑based capabilities exemplified by Ignition software.

HMIIgnitionSCADA
0 likes · 6 min read
Understanding SCADA Systems: Architecture, Evolution, and Modern Applications
21CTO
21CTO
Jul 26, 2017 · Artificial Intelligence

How Joseph Engelberger Forged the Age of Industrial and Service Robots

Joseph Engelberger, the father of modern robotics, pioneered the first industrial robot with Unimation, later advanced service robots like the Nurse Assistant and HelpMate, influencing global manufacturing and healthcare, and leaving a lasting legacy recognized by the US National Academy of Engineering.

AIhistoryindustrial automation
0 likes · 7 min read
How Joseph Engelberger Forged the Age of Industrial and Service Robots
Architects Research Society
Architects Research Society
Apr 4, 2017 · Operations

Overview of OPC Unified Architecture (OPC UA) and Its Industrial Applications

This article provides a comprehensive overview of the OPC UA standard, its evolution from OPC Classic, security analysis, and real‑world case studies across sectors such as transportation, automotive, chemical manufacturing, energy monitoring, food processing, oil & gas, and water treatment, highlighting its role in secure, interoperable industrial data exchange.

Data ExchangeOPC UAindustrial automation
0 likes · 11 min read
Overview of OPC Unified Architecture (OPC UA) and Its Industrial Applications
21CTO
21CTO
Dec 1, 2015 · R&D Management

Ren Zhengfei’s Take on Internet Thinking: From Automation to Strategic Innovation

Ren Zhengfei outlines Huawei’s perspective on internet thinking, stressing the need for industrial automation before informationization, urging diversification beyond single business models, warning against hype‑driven innovation, and promoting scientific management and strategic openness for sustainable growth.

HuaweiInternet ThinkingManagement Philosophy
0 likes · 7 min read
Ren Zhengfei’s Take on Internet Thinking: From Automation to Strategic Innovation