Memory Mapping Techniques and Application Examples in C Language In modern operating systems, memory mapping is an efficient method for file I/O operations. It allows programs to directly map files or devices into the process’s address space, enabling access to file contents as if they were memory. This technique is particularly effective when handling large … Read more
Research: Multi-Agent Systems, Editor: PaperAgent In multi-agent systems (MAS: multi-agent systems), designing effective prompts and topologies poses challenges, as individual agents may be sensitive to prompts, and manually designing topologies requires extensive experimentation. Paper link: https://arxiv.org/pdf/2502.02533 Paper Title: Multi-Agent Design: Optimizing Agents with Better Prompts and Topologies To automate the entire design process, Google & … Read more
This article compares and analyzes the viewpoints and methods of “Don’t Build Multi-Agents” and “How We Built Our Multi-Agent Research System.” Both articles express their opinions and arguments on the question of whether to create Multi-Agents. 1. Main Points and Arguments of “Don’t Build Multi-Agents” Main Argument: Walden Yan argues in “Don’t Build Multi-Agents” that … Read more
Datawhale shares Research: Multi-Agent Systems, Editor: PaperAgent In multi-agent systems (MAS: multi-agent systems), designing effective prompts and topologies is challenging, as individual agents may be sensitive to prompts, and manually designing topologies requires extensive experimentation. Paper link: https://arxiv.org/pdf/2502.02533 Paper title: Multi-Agent Design: Optimizing Agents with Better Prompts and Topologies To automate the entire design process, … Read more
▼ Click the card below to follow me ▲ Click the card above to follow me Pillow-SIMD: Let Image Processing Take Off! In the world of digital image processing, speed has always been a topic of despair and obsession for programmers. Imagine you are processing a bunch of high-definition photos; traditional image processing libraries feel … Read more
Author: Darren Moffat Translator: Xia Ye Editor: Tian Xiaoxu In the /usr/bin/listusers command, I fixed a memory allocation error that caused issues when the command was converted to 64-bit. After fixing this error, I decided to investigate whether this ancient C code could be improved by converting it to a Python implementation. This C code … Read more
Techniques to Improve the Efficiency of C Language Code In the process of learning and writing in C language, optimizing code to improve execution efficiency is a topic that every programmer should focus on. While the choice of algorithm has the greatest impact on performance, the author believes there are many nuances that can further … Read more
This article is from the WeChat public account:Pinwan (ID: pinwancool), Author: lzh, Cover image from: Visual China At the end of 2021, the five major Android application stores in China jointly announced that they would promote support for 64-bit applications in the domestic Android ecosystem. According to the joint initiative released by these five manufacturers, … Read more
Research Background image.png|550 Research Question The problem this paper aims to address is the minimal performance improvement of Multi-Agent Large Language Model (LLM) systems (referred to as MAS) compared to single-agent frameworks. Despite the potential of MAS in handling complex multi-step tasks and interacting with dynamic environments, their accuracy or performance improvements remain limited in … Read more
“Two Heads are Better Than One” (两个脑袋比一个好/双Agent更优) is an old saying in English. Researchers of the MAS-TTS framework have creatively applied this simple wisdom to LLMs, enabling multiple agents to collaborate like an expert think tank. Experimental data strongly demonstrates that in the face of complex problems, multi-agent systems achieve 60.0% performance, significantly outperforming single … Read more