Why Multi-Agent Systems Fail? Two Interesting Experimental Conclusions on R1 Class Reasoning Model Training and Inference

Why Multi-Agent Systems Fail? Two Interesting Experimental Conclusions on R1 Class Reasoning Model Training and Inference

Today is March 27, 2025, Thursday, Beijing, clear weather. Today, we continue to discuss the R1 reasoning model and the topic of multi-agents. There are three interesting experimental reports. They are: Enhancing LLM Reasoning by Scaling Multi-round Test-time Thinking (Think Twice), Length of Training Data is More Important than Difficulty for Training Reasoning Models, and … Read more

Cua Open Source Framework Launches! High-Performance Virtualization + AI Proxy, Reshaping Desktop Application Interaction Experience

Cua Open Source Framework Launches! High-Performance Virtualization + AI Proxy, Reshaping Desktop Application Interaction Experience

Cua is an open-source framework that combines high-performance virtualization with AI proxy capabilities, providing a secure and isolated desktop application interaction environment for AI systems. It supports running macOS/Linux virtual machines on Apple chips at near-native speeds, featuring secure isolation, near-native performance, flexible operating system choices, reproducibility, and integration with various large language models. References: … Read more

Comparison and Analysis of Container Network Plugins and the Impact of Bare Metal vs Virtualized Network Performance

Comparison and Analysis of Container Network Plugins and the Impact of Bare Metal vs Virtualized Network Performance

【Abstract】 As the scale of containers expands and business scenarios become more complex, container networking, as a core component supporting microservice communication, service discovery, and traffic management, has become increasingly important while also facing numerous challenges. In this context, selecting a suitable CNI plugin for one’s business scenario has become a key decision for enterprises … Read more

Is High-Performance Computing (HPC) the Same as Server Virtualization?

Is High-Performance Computing (HPC) the Same as Server Virtualization?

High-Performance Computing (HPC) is a technology that utilizes multiple computer processors to perform large-scale computational tasks. Through parallel processing and distributed computing, HPC can handle massive amounts of data, achieving high-performance scientific computing, engineering simulations, and data analysis. With the rise of AI, HPC systems are increasingly expanding from parallel processing of large complex problems … Read more

Green Hills Software and NXP Collaborate to Advance Safety-Critical SDV Architecture

Green Hills Software and NXP Collaborate to Advance Safety-Critical SDV Architecture

Green Hills Software has announced a collaboration with NXP® Semiconductors to provide integrated hardware and software solutions for the development and deployment of safety-focused hybrid-critical Software Defined Vehicle (SDV) regional architectures. This solution is built on NXP’s new S32K5 microcontroller (MCU) series. It integrates Green Hills’ ASIL D safety-certified µ-velOSity™ real-time operating system (RTOS), µ-visor® … Read more

What is the Meaning and Role of TrustZone in Cortex-M85 (RA8) Microcontroller?

What is the Meaning and Role of TrustZone in Cortex-M85 (RA8) Microcontroller?

Follow+Star Public Account Number, don’t miss out on exciting content Author | strongerHuang WeChat Public Account | strongerHuangTrustZone, translated as: secure zone, trusted zone.TrustZone is a hardware-level security technology introduced by ARM, aimed at providing stronger security protection for embedded systems by isolating sensitive resources from non-secure operations.The latest Arm Cortex-M85 core includes TrustZone functionality, … Read more

Practical Guide to Achieving 10x Inference Speed with YOLOv5: Model Deployment Using TensorRT on Jetson NX

Practical Guide to Achieving 10x Inference Speed with YOLOv5: Model Deployment Using TensorRT on Jetson NX

Follow our public account to discover the beauty of CV technology This article is adapted from the Frontier of Aerial Robotics, authored by Liang Jiachen, an engineer at Westlake University. With the continuous improvement of computing power and the growth of data, deep learning algorithms have made significant advancements. These algorithms are increasingly applied across … Read more

Solutions for Accelerating Industrial Automation: Efficient and Flexible IO-Link Communication Solutions

Solutions for Accelerating Industrial Automation: Efficient and Flexible IO-Link Communication Solutions

With the rapid development of Industry 4.0 and smart manufacturing, the interconnectivity between devices has become increasingly important. Traditional communication methods often face issues such as poor compatibility and slow data transmission speeds. The emergence of the IO-Link protocol provides a new solution for efficient, bidirectional data exchange between devices in industrial environments. As a … Read more

Embedded Linux: Asynchronous I/O

Embedded Linux: Asynchronous I/O

Click the aboveblue text to follow us In embedded Linux, asynchronous I/O (AIO) is a powerful I/O model that allows processes to continue executing other tasks while waiting for I/O operations to complete. Compared to I/O multiplexing mechanisms (such as select and poll), asynchronous I/O uses a signal notification mechanism, allowing processes to avoid repeatedly … Read more