[AI Overview]The edge computing hardware market is experiencing an unprecedented “Cambrian explosion.” On one side, NVIDIA has released the Jetson AGX Thor, pushing the performance of the “robot brain” to new heights with a terrifying computing power of up to 2070 TFLOPS; on the other side, manufacturers like ESP32 and Libre Computer are deeply cultivating … Read more
Recently, our technical team was invited to attend the 2025 Deep Edge Computing Industry Ecosystem Conference, bringing back cutting-edge insights from the industry. The conference pointed out that edge computing is facing “implementation difficulties, high costs, and fragmentation” as three major challenges, while the rise of open source large models is providing new ideas for … Read more
Edge computing systems & edge AI computers & edge AI systems (brain) Closed OODA LoopA four-stage decision-making framework consisting of Observation, Orientation, Decision, and Action The OODA Loop is a decision-making framework proposed by U.S. Air Force Colonel John Boyd, with the four stages abbreviated in English as follows: Observe (Observation) Orient (Orientation) Decide (Decision) … Read more
Real-Time Inference Detection of Industrial Defects (C++)Source Code https://www.gitpp.com/robolao/project0828009-limr_cpp Introduction to the Open Source Project for Real-Time Inference Detection of Industrial Defects (C++) Project Background and Core Value In the context of industrial defect detection, edge computing devices have extremely stringent requirements for model inference speed. This project is based on the LiMR model (Lightweight … Read more
Conclusion in one sentence: “Computing power is not only in the data center but also in your pocket and on your desk.” The explosion of edge SoCs (including NPUs) comes from three forces: Platform Barriers (Apple/Google/Microsoft embedding functional tickets into chip specifications), User Demand (privacy/low latency/offline), and Cost Optimization (cloud inference is too expensive). This … Read more
In Internet of Things (IoT) systems, data exchange between devices, gateways, and cloud platforms faces issues such as rate mismatches, network instability, and differences in computing resources. The IoT Buffer serves as a “mediator“ for data flow, temporarily storing and scheduling data to solve the coordination challenges of data transmission and processing, making it a … Read more
【State Council: Promote the “Internet of Everything” for smart terminals, vigorously develop smart connected vehicles, AI smartphones and computers, smart robots, smart homes, smart wearables, and other new generation smart terminals】 The State Council has issued opinions on the in-depth implementation of the “AI +” initiative. The opinions propose to promote the “Internet of Everything” … Read more
With the continuous development of Internet of Things (IoT) technology, data collection has become a key link in achieving intelligent applications. Through effective data collection, IoT systems can monitor device status, environmental parameters, and more in real-time, thereby improving system efficiency and reliability. This article will detail the technologies and methods for IoT data collection, … Read more
Model Introduction: What is Nano Banana? Nano Banana is a new artificial intelligence image generation and editing model recently released by Google, developed by the Google DeepMind team for the Gemini AI platform. The official name of this model is Gemini 2.5 Flash Image, while “Nano Banana” is the codename used during its research and … Read more
On August 26, the elexcon 2025 Shenzhen International Electronics Exhibition and Electronic Enthusiasts Network jointly hosted the “Embedded AI, Edge Intelligence, and AIoT Ecosystem Conference” officially opened. The conference invited globally renowned companies and industry experts such as Volcano Engine, Ruixin Technology, Silergy Corp, NXP Semiconductors, Alibaba DAMO Academy, Huami Electronics, and Renesas Electronics to … Read more