Year: 2025

ShuDian Technology Launches Enterprise-Level Multi-Agent Framework AskBot, Exploring the Initial Form of AGI in Enterprise Data

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ShuDian Technology Launches Enterprise-Level Multi-Agent Framework AskBot, Exploring the Initial Form of AGI in Enterprise Data

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

Why Do Multi-Agent LLM Systems Fail?

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Why Do Multi-Agent LLM Systems Fail?

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

AGDebugger: A Powerful Tool for Developing, Debugging, and Guiding Multi-Agent Systems

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AGDebugger: A Powerful Tool for Developing, Debugging, and Guiding Multi-Agent Systems

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

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

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

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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

Philips Multiva 1.5T MR Operation Video (Part 5)

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Philips Multiva 1.5T MR Operation Video (Part 5)

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 Multi-Tiered Clause Debate: Efficiency vs. Burden

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The Multi-Tiered Clause Debate: Efficiency vs. Burden

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

Important Changes in World of Warcraft ICC: Two Preparations We Need to Make

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Important Changes in World of Warcraft ICC: Two Preparations We Need to Make

World of Warcraft has an important update in the ICC phase, which is the removal of the cooldown for Titansteel Bars and the cooldown for Tailoring cloth washing, as well as the removal of location restrictions. This means that Tailors can wash cloth at any location. This change by Blizzard affects us in many ways. … Read more

ICC Opinion: Are Documents Required for Standby Letters of Credit? R798(TA763)

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ICC Opinion: Are Documents Required for Standby Letters of Credit? R798(TA763)

ICC Rules Study_ International Chamber of Commerce Opinion (Note: The following content was published on 4.2 but was deleted by the official account on the same day. To maintain continuity of ICC opinion content, it is being republished in a “non-original” format. Those who have read it can skip this.) This is a dispute arising … Read more

Duterte’s Arrest: A Betrayal by Marcos and the Complex Political Landscape in the Philippines

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Duterte's Arrest: A Betrayal by Marcos and the Complex Political Landscape in the Philippines

Recently, the arrest of former Philippine President Duterte has stirred significant controversy. According to the Philippine Daily Inquirer, the surrounding disputes continue to escalate, with a complex backdrop of political maneuvering. Marcos (File Photo) Duterte once held a high reputation in the Philippines. During his presidency, he vigorously pursued anti-drug campaigns, cracking down on rampant … Read more