On June 12, Walden Yan from Cognition just published an article titled “Don’t Build Multi-Agents”. The next day, Anthropic released a lengthy 6000-word practical summary titled “How we built our multi-agent research system”. 💥 Cognition’s Stance: Avoid Multi-Agents The core viewpoint of Cognition co-founder Walden Yan: Context fragmentation is the root cause of agent failure; … Read more
MLNLP community is a well-known machine learning and natural language processing community both domestically and internationally, covering NLP graduate students, university professors, and corporate researchers.The vision of the community is to promote communication and progress between the academic and industrial sectors of natural language processing and machine learning, especially for beginners.Research | Multi-Agent SystemsEditor | … Read more
Recently, there have been two interesting articles about Multi-agent systems that are worth checking out. https://www.anthropic.com/engineering/built-multi-agent-research-system https://cognition.ai/blog/dont-build-multi-agents#applying-the-principles On June 13, 2026, Anthropic released “How We Built Our Multi-Agent Research System,” sharing the engineering challenges encountered in building multi-agent systems and the lessons learned. Claude now possesses research capabilities, enabling it to perform complex tasks through … 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
Recently, Anthropic and Devin each published a blog post, one advocating for the use of Multi-Agent systems and the other arguing against it. Their viewpoints seem completely opposite, but in fact, they are not. One discusses how to be an ‘Engineer’, while the other talks about how to be a ‘Researcher’. Although their perspectives appear … Read more
Utilizing Python’s Multiprocessing Module In modern computing, fully leveraging the capabilities of multi-core processors is an important means to enhance program performance. Python provides the <span>multiprocessing</span> module, which allows us to easily create and manage multiple processes. This article will detail the basic usage of the <span>multiprocessing</span> module and help everyone understand its applications through … Read more
In the current phase of World of Warcraft WLK Classic, many players may have chosen the wrong BIS boots for healing paladins!Although both belong to the manufacturing industry and have the same attribute values, chainmail boots are clearly much better than plate boots!First, chainmail boots provide higher haste, and they also have two yellow sockets.
❤️ Written in advance: Tom is a student I have been teaching from the second year of middle school to the second year of high school. We don’t chat much, but the most memorable conversation was after he took the TOEFL multiple times in 2023 without achieving a satisfactory score. It was during this in-depth … Read more
Since the opening of the ICC raid in World of Warcraft Classic: Wrath of the Lich King, the most discussed powerful DPS specialization has been Fire Mage. With the support of the 4T10 set bonus, even the top players with the legendary axe have only been able to follow behind and eat the “exhaust fumes”. … Read more
A player has modified a version of the 258-level 【Soul Guardian】, adjusting it according to the attributes of 258 equipment. Equipment: Increases spell power by 168 points. Equipment: Your healing spells have a certain chance to reduce the mana cost of your next healing spell cast within 15 seconds by 1600 points. The attributes are … Read more