context management

Decoding the Agentization of AI Programming Assistants: Volume II of AI-Agent Programming Assistant Series

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Decoding the Agentization of AI Programming Assistants: Volume II of AI-Agent Programming Assistant Series

AI-Agent is like breaking down large models into smaller details, decomposing them into independent agents, similar to how biological organisms are composed of individual cells, where each cell contains genes. To be more precise: each cell carries the entire organism’s genes, all embedded with holographic images within the agents. Each AI-Agent based on large models … Read more

Master-Slave Architecture in Multi-Agent Systems

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Master-Slave Architecture in Multi-Agent Systems

In the past year, Multi-Agent systems have been gaining significant traction, with continuous funding and increasing popularity. From AutoGPT to MetaGPT, from CrewAI to LangGraph, various multi-agent frameworks are emerging. The domestic phenomenon Manus, along with the recently open-sourced OpenManus by the MetaGPT team, are notable examples. OpenAI’s Swarm, Microsoft’s AutoGen, and Anthropic’s Claude Code … Read more

Engineering Experience of Multi-Agent Systems at Anthropic (Part 2)

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Engineering Experience of Multi-Agent Systems at Anthropic (Part 2)

This article discusses Anthropic’s agent evaluation, production reliability, and engineering challenges. Agent Evaluation How do we conduct agent evaluation? The traditional approach is “given input X, one must follow steps Y to achieve the correct output Z.” However, multi-agent systems cannot be evaluated this way because they do not have a fixed, unique, pre-defined problem-solving … Read more

Do We Need Multi-Agents?

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Do We Need Multi-Agents?

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

Is Multi-Agent Better than Single-Agent?

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Is Multi-Agent Better than Single-Agent?

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