Ray penetration reveals the mysteries of the universe!Follow “Ray Decoding Bureau” to explore the unknown vision! Backup system parameters 1.The system parameter backup folder for the configuration is located on drive I (Backup), and you can back up several different configuration files just in case. If this file does not exist, you can create a … Read more
Why do Multi-Agent Large Language Model (LLM) systems fail? Recently, the University of California, Berkeley published a significant paper titled “Why Do Multi-Agent LLM Systems Fail?” which delves into the reasons for the failures of Multi-Agent Systems (MAS) and outlines 14 specific failure modes along with corresponding improvement suggestions. Below is the translation of the … Read more
Click the blue text to follow us Literature Review This week’s shared literature is a study published on January 8, 2025, by Zhikai Mai from the Foshan Maternal and Child Health Hospital in the journal Molecular Cancer (IF: 27.7; Q1 in Zone 1), titled “Intra-tumoral sphingobacterium multivorum promotes triple-negative breast cancer progression by suppressing tumor … Read more
Following the global success of DeepSeek, the deep reasoning and general agent frameworks represented by OpenAI Deep Research and Manus have once again ignited the tech circle, showcasing astonishing intelligent reasoning and execution capabilities. However, in critical enterprise-level scenarios, the limitations of such general architectures are becoming increasingly apparent: insufficient internal information integration within enterprises … Read more
1. Paper Information: Paper Title: Why Do Multi-Agent LLM Systems Fail? Authors: Mert Cemri, Melissa Z. Pan, Shuyi Yang, Lakshya A Agrawal, Bhavya Chopra, Rishabh Tiwari, Kurt Keutzer, Aditya Parameswaran, Dan Klein, Kannan Ramchandran, Matei Zaharia, Joseph E. Gonzalez, Ion Stoica Link: https://arxiv.org/abs/2503.13657 2. Main Content of the Paper: 1. Abstract Despite the increasing attention … Read more
Click 👇🏻 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. “ In the current rapid development of AI technology, multi-agent AI systems are gradually becoming a popular choice for solving complex tasks. However, this also brings … Read more
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
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
Philips Multiva 1.5T MR Operation Video Philips Multiva 1.5T MR Operation Video (Part 2) Philips Multiva 1.5T MR Operation Video (Part 3) Philips Multiva 1.5T MR Operation Video (Part 4) 13. Liver 14. MRCP 15. Female Pelvis Source: Jun Ge MR StudioDisclaimer: This article is sourced from Jun Ge MR Studio, and the content represents … Read more
The 19th Generations in Arbitration Conference hosted a lively debate on multi-tier dispute clauses: Do mandatory negotiation/mediation requirements before arbitration facilitate resolution or create unnecessary delays? Both sides presented compelling arguments supported by case law from various jurisdictions. â—Źâ—Źâ—Ź Arguments Against Multi-Tiered Clauses 1. Mandatory Mediation Often Fails Due to Lack of Genuine Commitment Critics … Read more