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”. đź’Ą 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
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.
Hey everyone! Are you often confused by the terms “card number” and “ICCID number” when using IoT cards? Are you still wondering how to check the IoT card number or the ICCID number? Don’t worry! This article will help you understand the differences between IoT card numbers and ICCID numbers so that you won’t be … Read more
Follow+Star Public Account Number, don’t miss out on exciting content Author | strongerHuang WeChat Public Account | Embedded Column When writing code, do you use static analysis tools to analyze your code?Many people may not have performed static analysis on their code, so today I will recommend several static analysis tools. About Static Analysis Tools … Read more
As I walk along the waves, occasionally looking back, though I cannot see the marks, I can still glimpse the distant shore. Since graduating in 2015, it has been eight years. I have worked in hardware for eight years, and my love for it runs deep. I still remember a friend I met in the … Read more
The Cortex-M0 is part of the M0 series within the Cortex-M family. Its main feature is a low-power design. The Cortex-M0 is a 32-bit, 3-stage pipeline RISC processor, with a core architecture based on the von Neumann structure, meaning that instructions and data share the same bus. As a next-generation processor, the design of the … Read more