2025 Edge AI Report: Real-Time Autonomous Intelligence, From Paradigm Innovation to the Technological Foundation of AI Hardware

2025 Edge AI Report: Real-Time Autonomous Intelligence, From Paradigm Innovation to the Technological Foundation of AI Hardware

Author: Peng Zhao (Founder of Zhici Fang, Co-Founder of Yunhe Capital)IoT Think Tank Original This is my 365th column article. In the previous article “Tech Giants Enter TinyML, Edge AI Reaches a New Turning Point,” I mentioned that the TinyML Foundation has undergone a rebranding and is now known as the Edge AI Foundation. Recently, … Read more

The Evolution from AIoT to Edge AI

The Evolution from AIoT to Edge AI

The migration of AI, including generative AI, to edge devices has raised widespread questions: If cloud or data centers already possess excellent AI inference capabilities that far exceed those of edge devices, why do we still need to deploy edge or on-device AI? Until we realized that automotive ADAS/AD decision-making must prioritize real-time performance; otherwise, … Read more

Why MCU Manufacturers Are Accelerating Their Layout in Edge AI?

Why MCU Manufacturers Are Accelerating Their Layout in Edge AI?

Smart homes, industrial IoT, wearable devices, and smart surveillance are currently hot topics of interest. Enhancing the AI processing capabilities of edge computing will significantly improve the intelligence level of terminal devices. In this context, edge AI has entered a fast track of development in recent years. The MCU is the most widely used processor … Read more

Getting Started with Hailo: Accelerating Edge AI on Toradex Modules

Getting Started with Hailo: Accelerating Edge AI on Toradex Modules

Edge Computer Vision Why Choose Edge Computing? Embedded devices are becoming increasingly intelligent, with many machine learning and computer vision tasks being pushed to edge devices. Running AI models on such devices, while challenging, offers numerous advantages: Reduced Latency: Processing data on-device eliminates the wait time for transmitting data to the cloud or a central … Read more

How Edge AI Video Recognition Terminals Are Constructed and Operate

How Edge AI Video Recognition Terminals Are Constructed and Operate

Edge AI video terminals implement complex video data analysis functions in various edge environments (such as factories, power plants, and parks). They do not rely on cloud servers and can process video streams from multiple cameras in real-time, performing tasks such as object recognition and behavior analysis. Below, I will explain step by step from … Read more

Edge AI Server EAIS Empowers AI Capabilities for Terminal Devices Across Industries

Edge AI Server EAIS Empowers AI Capabilities for Terminal Devices Across Industries

1. EAIS Positioning EAIS (Edge AI Server) is a series of software-defined hardware edge AI computing platform products jointly developed by OPEN AI LAB and industry partners, consisting of three main components: 1) High-performance embedded hardware platform (compatible with various computing power forms from 1-16T); 2) AIoT application development framework Tengine; 3) Business-level algorithmic application … Read more

AI Accelerates Towards the Edge: Armv9 Debuts in IoT, Supporting IoT Upgrades

AI Accelerates Towards the Edge: Armv9 Debuts in IoT, Supporting IoT Upgrades

The leap in computing power for edge AI fundamentally reconstructs the interaction paradigm between humans, machines, and the physical world.Author | Yunpeng Editor | Mo YingOne of the core values brought by the popularity of DeepSeek to the global AI industry is the significant acceleration of AI application adoption, especially in the domestic market, where … Read more

Efficient Pose Estimation Inference with LitePose

Efficient Pose Estimation Inference with LitePose

Click the card below to follow the “LiteAI” official account Hi, everyone, I am Lite. Recently, I shared the Efficient Large Model Full-Stack Technology from Part 1 to Part 19, which includes content on large model quantization and fine-tuning, efficient inference for LLMs, quantum computing, generative AI acceleration, and more. The content links are as … Read more

Workshop Registration: Exploring Edge AI and Large Language Models

Workshop Registration: Exploring Edge AI and Large Language Models

· Desktop Robot Development Practical Course· Exploring the Application Potential of Edge AI and Large Language Models 01 Course Background With the acceleration of digital transformation across various industries, edge AI and cloud-based large model technologies are leading a new wave of innovation in smart devices. This year, the Ministry of Industry and Information Technology … Read more