Embedded Software & Tools

  • Operating Systems (Linux, RTOS, Android)
  • Firmware Development
  • Embedded Security
  • Development Tools & IDEs
  • AI/ML in Embedded Systems

Why Do Multi-Agent Systems Often Fail? Berkeley Points Out Their Human Collaboration Flaws!

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Why Do Multi-Agent Systems Often Fail? Berkeley Points Out Their Human Collaboration Flaws!

Paper: Why Do Multi-Agent LLM Systems Fail? Link: https://arxiv.org/pdf/2503.13657 Why Do Multi-Agent Systems Fail? Imagine you have assembled a team: programmers, testers, and project managers each performing their roles. However, the delivered product is riddled with bugs, team members blame each other, and some even alter requirements without permission—this is not a workplace drama, but … Read more

Comparative Analysis of Unexpected Python Parallel Computing Frameworks: The Best Choice from Multiprocessing to Dask

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Comparative Analysis of Unexpected Python Parallel Computing Frameworks: The Best Choice from Multiprocessing to Dask

It was a late night chased by deadlines, with three Jupyter Notebook windows open on my screen, each processing a 20GB CSV file in different ways.multiprocessing.Pool‘s workers were stepping on each other in memory, while the thread pool of concurrent.futures was dozing off waiting for IO, and my handwritten Dask task flow suddenly threw a … Read more

MultiAgent-Search: An Image Information Localization System Based on Multi-Agent Collaboration

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MultiAgent-Search: An Image Information Localization System Based on Multi-Agent Collaboration

Author: This article is contributed by the community, authored by Wuyuhang, a learner from the Shusheng Large Model Practical Camp. This article will provide a detailed introduction to the project MultiAgent-Search, which is an image localization system based on multi-agent collaboration. Acknowledgments Hello everyone, I am a first-year graduate student at Shanghai University of Engineering … Read more

Why Do Multi-Agent Systems Have Low Success Rates? Unveiling 14 Failure Modes

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Why Do Multi-Agent Systems Have Low Success Rates? Unveiling 14 Failure Modes

Click below to follow, the article comes from 🙋♂️ Friends who want to join the community can see the method at the end of the article for group communication. “ Despite the theoretical appeal of multi-agent systems, their performance in practical applications often falls short of expectations. According to research, even advanced open-source multi-agent systems … Read more

How Multi-Agents Collaborate

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How Multi-Agents Collaborate

In the execution of real AI projects, a single agent is often insufficient to meet current demands, which is where multi-agent collaboration comes into play. Multi-Agents vs. Single Agent Generally, multi-agents can “play” multiple roles, greatly expanding their capabilities. They can achieve task planning and allocation, cooperate with each other, communicate, make distributed decisions, engage … Read more

A Comprehensive Guide to Python Multiprocessing Programming

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A Comprehensive Guide to Python Multiprocessing Programming

A Comprehensive Guide to Python Multiprocessing Programming Implementing concurrent programming in Python is an important means to enhance program performance, and multiprocessing programming is an effective way to overcome the limitations of the Global Interpreter Lock (GIL). The multiprocessing module in the Python standard library provides developers with a complete solution for multiprocessing. This article … Read more

Console.trace: A Powerful Tool for JavaScript Debugging

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Console.trace: A Powerful Tool for JavaScript Debugging

console.trace() is a very useful debugging tool that clearly displays the call stack information, helping developers quickly trace the execution path of the code and the chain of function calls. In practical business scenarios, the use of console.trace() mainly focuses on problem diagnosis and debugging work. Below are some typical practical business use cases, along … Read more

Understanding 0trace: The First Tool in Kali

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Understanding 0trace: The First Tool in Kali

0x00->Overview On the official Kali website, the introduction to 0trace states: “This package is a routing tracing tool that can run on existing open TCP connections, allowing it to easily bypass certain types of stateful packet filters.” This tool is pre-installed in the Kali system. In Linux systems, it can be obtained using the command: … Read more

Step-by-Step Guide to Developing ARM with IAR Using N32G435

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Step-by-Step Guide to Developing ARM with IAR Using N32G435

This article provides a step-by-step guide on using IAR for ARM development, taking the N32G435 as an example. The process is as follows: S1: Launch IAR by double-clicking the icon to open the project. S2: Create a new workspace: File / New workspace. S3: Create a new project: Project / Create New Project… A new … Read more