AI Agents

Practical Experience with Multi-Agents from Anthropic: How We Built a Multi-Agent Research System

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Practical Experience with Multi-Agents from Anthropic: How We Built a Multi-Agent Research System

When building an agent system, the performance of a single agent always has its bottlenecks. When the complexity of tasks crosses a certain threshold, the “Multi-Agents” architecture becomes a necessary path. Claude has recently made groundbreaking attempts in the field of multi-agent research systems, fully disclosing the architectural design challenges, prompt optimization strategies, and practical … 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

In-Depth Insights: A Guide to Key Development Trends of AI Agents in 2024

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In-Depth Insights: A Guide to Key Development Trends of AI Agents in 2024

Today’s AI agents are capable of perceiving, making decisions, and taking actions independently. With the rise of large language model (LLM)-driven AI agents, we are on the brink of a new era: AI agents may form their own societies and coexist harmoniously with humans. Below, we will discuss what AI agents are, why they are … Read more

Introduction to AI Agents: Building a PDF Parsing and Summarization Agent to Avoid Blind Reading!

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Introduction to AI Agents: Building a PDF Parsing and Summarization Agent to Avoid Blind Reading!

Click the “blue text” to follow us I am a self-taught AI enthusiast, hoping to maximize the use of AI to save time and enhance productivity in this era.I will continue to share my learning notes here, and if you are also interested, feel free to follow me and learn together! 01 Background of the … Read more

The Arrival of AI Agents in Industrial Intelligence

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The Arrival of AI Agents in Industrial Intelligence

Have you ever thought about how, in the future factories, production lines could think autonomously, adjust flexibly, and quickly adapt to various changes like humans? This is not a scene from a science fiction movie; with the emergence of AI Agents in industrial intelligence, all of this is gradually becoming a reality. In the era … Read more

Understanding the Boundaries of Intelligence: Do Large Language Models Have Agency?

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Understanding the Boundaries of Intelligence: Do Large Language Models Have Agency?

Click Follow us by clicking the blue text aboveCover Image:True “Agentic AI” requires intrinsic motivation, predictive models of the world, and sociality. “ 𝕀²·ℙarad𝕚g𝕞 Intelligent Square Paradigm Research: Writing Deconstructs Intelligence, Paradigm Enhances Cognition Current large language models (LLMs), despite exhibiting astonishing intelligence, do not possess true “agency”. The behaviors we perceive as LLM “agents” … Read more

The Challenges of AI Development in China and the Opportunities of AI Agents

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The Challenges of AI Development in China and the Opportunities of AI Agents

By 2025, AI has transformed from a cutting-edge concept into one of the core tools driving productivity changes, influencing the global business community in unprecedented ways. From corporate strategic planning to employees’ daily tasks, it has become integral. In contrast, the AI industry in China presents a unique landscape: on one hand, while models like … Read more

Artificial Intelligence Agents (AI Agents)

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Artificial Intelligence Agents (AI Agents)

Generative AI has entered the daily work and life of many people. Nowadays, with just a simple input on a computer, users can generate answers or media content to their questions or needs through DNN models (typically using a large language model, LLM). However, the drawback of this application scenario is the overly simplistic operation, … Read more

x402: Reusing HTTP 402 for Internet-Native Stablecoin Payments

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x402: Reusing HTTP 402 for Internet-Native Stablecoin Payments

Disclaimer: this is a report generated with my tool: https://github.com/DTeam-Top/tsw-cli. See it as an experiment not a formal research, 😄. Abstract This report studies x402, an open standard initiated by Coinbase that repurposes the HTTP 402 “Payment Required” status code to facilitate internet-native on-chain stablecoin payments. x402 aims to embed programmable, pay-per-use value exchange directly … Read more

The Arrival of Industrial AI Agents?

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The Arrival of Industrial AI Agents?

This year’s government work report proposed to continue promoting the “Artificial Intelligence + ” initiative, better integrating digital technology with manufacturing advantages and market advantages to support large-scale and widespread applications. This is the second time that “Artificial Intelligence + ” has been included in the government work report. Unlike last year, which focused on … Read more