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AI Code to Success
AI Code to Success
Mar 6, 2025 · Artificial Intelligence

How Monica’s ‘Manus’ AI Agent Redefines Human‑Computer Collaboration

Monica’s new AI agent Manus, unveiled on March 6, claims to autonomously handle complex tasks through multimodal processing, continuous learning, and intelligent decision‑making, with real‑world demos ranging from strategic planning to a smart home buying assistant, while sparking market hype, competitive comparisons, and debates on AI’s future role in the workforce.

AI AgentAI MarketCompetitive analysis
0 likes · 5 min read
How Monica’s ‘Manus’ AI Agent Redefines Human‑Computer Collaboration
Tencent Cloud Developer
Tencent Cloud Developer
Mar 4, 2025 · Artificial Intelligence

A Practical Guide to Building Large Language Model Applications: Prompt Engineering, Retrieval‑Augmented Generation, Function Calling and AI Agents

The guide teaches non‑AI developers how to build practical LLM‑powered applications by mastering prompt engineering, function calling, retrieval‑augmented generation, and AI agents, and introduces the Modal Context Protocol for seamless tool integration, offering a clear learning path to leverage large language models without deep theory.

AI AgentFunction CallingLLM
0 likes · 48 min read
A Practical Guide to Building Large Language Model Applications: Prompt Engineering, Retrieval‑Augmented Generation, Function Calling and AI Agents
JavaEdge
JavaEdge
Mar 1, 2025 · Artificial Intelligence

What Are AI Agents? Risks, Benefits, and Future Directions

This article explores the rapid rise of AI agents, defining their autonomy spectrum, examining ethical risks and potential benefits across dimensions such as accuracy, assistiveness, fairness, and safety, and outlines current Hugging Face tools and recommendations for responsible development and future research.

AI AgentEthicsautonomy
0 likes · 27 min read
What Are AI Agents? Risks, Benefits, and Future Directions
Java Tech Enthusiast
Java Tech Enthusiast
Feb 19, 2025 · Artificial Intelligence

AI Agent Development Guide: Building Intelligent Agents with Coze Platform

The guide explains how to build AI agents—digital labor forces that follow instructions, plan tasks, and use tools—using ByteDance’s no‑code Coze platform, outlining a 3‑phase, 10‑step framework, emphasizing business‑first design, tool integration, and concise, scenario‑driven development with real‑world case studies.

AI AgentAgent Development FrameworkCoze Platform
0 likes · 7 min read
AI Agent Development Guide: Building Intelligent Agents with Coze Platform
DevOps
DevOps
Feb 17, 2025 · Artificial Intelligence

Microsoft OmniParser V2.0: A Visual Agent Parsing Framework for Enhanced UI Understanding

Microsoft's OmniParser V2.0 transforms large language models such as DeepSeek‑R1, GPT‑4o, and Qwen‑2.5VL into visual AI agents by accurately detecting interactive UI elements, providing semantic descriptions, and generating structured representations that boost inference speed, reduce latency by 60%, and dramatically improve benchmark accuracy.

AI AgentComputer VisionDeepSeek
0 likes · 7 min read
Microsoft OmniParser V2.0: A Visual Agent Parsing Framework for Enhanced UI Understanding
Bilibili Tech
Bilibili Tech
Feb 11, 2025 · Artificial Intelligence

Building a Scalable AI Agent for Code Review: Practices, Architecture, and Challenges

The article outlines how to build a scalable, modular AI code‑review agent using LangChain, detailing stages from naive prompting to advanced prompt engineering, architecture with six core modules, strategies to curb hallucinations, improve reliability, performance, and human‑AI collaboration, and future RAG integration.

AI AgentCode reviewLangChain
0 likes · 22 min read
Building a Scalable AI Agent for Code Review: Practices, Architecture, and Challenges
DataFunTalk
DataFunTalk
Jan 27, 2025 · Artificial Intelligence

Improving AI Agent Planning and Reasoning: Challenges and Practical Solutions

The article examines current limitations of AI agents in planning and complex reasoning, critiques existing methods like COT/TOT and ReAct, and proposes practical strategies—including combined COT‑Reflection approaches, structured memory algorithms, and white‑box interaction designs—to enhance agent performance within the DataFun knowledge map framework.

AI AgentCoTPlanning
0 likes · 3 min read
Improving AI Agent Planning and Reasoning: Challenges and Practical Solutions
DaTaobao Tech
DaTaobao Tech
Jan 24, 2025 · Artificial Intelligence

MktAI Assistant: AI‑Driven Marketing Data Query and Insight Platform

The MktAI Assistant combines LLM‑powered memory, skill planning, and tool‑calling with real‑time API data to replace slow, manual SQL dashboards, delivering sub‑minute, fresh, explainable marketing queries and attribution insights that boost decision speed, accuracy, and collaboration between data scientists and business users.

AI AgentData ScienceFunction Calling
0 likes · 16 min read
MktAI Assistant: AI‑Driven Marketing Data Query and Insight Platform
DataFunTalk
DataFunTalk
Dec 27, 2024 · Artificial Intelligence

Designing Enterprise Business Analysis Agents with Large Language Models

This article explains how large‑model capabilities combined with metric and tag platforms can be used to build intelligent data‑analysis products for enterprises, covering challenges, solution routes such as NLP2SQL, NLP2API, NLP2Python, agent design, planning, and future outlooks.

AI AgentBusiness IntelligenceEnterprise Analytics
0 likes · 21 min read
Designing Enterprise Business Analysis Agents with Large Language Models
DaTaobao Tech
DaTaobao Tech
Nov 22, 2024 · Artificial Intelligence

AI Agents for Boosting Transaction System Efficiency

The article explains how AI agents, integrated into transaction systems, automate log analysis, generate test data via natural-language tools, and preserve expert knowledge, achieving at least a 50 % boost in issue-tracing efficiency, reducing debugging time, and empowering developers to focus on feature development and stability.

AI AgentDebuggingPrompt engineering
0 likes · 14 min read
AI Agents for Boosting Transaction System Efficiency
Baidu Tech Salon
Baidu Tech Salon
Nov 19, 2024 · Artificial Intelligence

Baidu's Wenxin AI Agent Technology Wins Leading Science and Technology Award at 2024 World Internet Conference

At the 2024 World Internet Conference in Wuzhen, Baidu’s Wenxin AI Agent technology earned the Leading Science and Technology Award, marking its second consecutive win and highlighting the system’s brain‑inspired “System 2” architecture that enhances large‑model reasoning, accelerates diverse applications, and drives significant social and economic value.

AIAI AgentAward
0 likes · 6 min read
Baidu's Wenxin AI Agent Technology Wins Leading Science and Technology Award at 2024 World Internet Conference
JavaEdge
JavaEdge
Nov 9, 2024 · Artificial Intelligence

Build an AI‑Powered Airline Ticket Agent with Spring AI Alibaba

This tutorial walks through creating an intelligent airline‑ticket customer‑service agent using Spring AI Alibaba, covering requirements, architecture, RAG integration, function calling, chat memory, core capabilities, code implementation with ChatClient, and a sample running result.

AI AgentAlibabaChat Memory
0 likes · 9 min read
Build an AI‑Powered Airline Ticket Agent with Spring AI Alibaba
Alibaba Cloud Developer
Alibaba Cloud Developer
Oct 21, 2024 · Artificial Intelligence

How to Build a Six Thinking Hats AI Agent: From Concept to Deployment

This article introduces the Six Thinking Hats framework, explains its benefits, describes AI agent concepts and platforms, and provides a step‑by‑step guide with prompt examples for creating a low‑cost, fully‑featured Six Thinking Hats assistant using generative AI tools.

AI AgentPrompt engineeringSix Thinking Hats
0 likes · 13 min read
How to Build a Six Thinking Hats AI Agent: From Concept to Deployment
JavaEdge
JavaEdge
Oct 15, 2024 · Artificial Intelligence

Build a Real‑Time Search & Bazi AI Agent with LangChain & FastAPI

This tutorial walks through creating a LangChain tool‑calling agent that combines a real‑time web search tool, a Qdrant vector store for local knowledge retrieval, and a custom Bazi fortune‑telling service, all wrapped in a FastAPI application for interactive use.

AI AgentFastAPILangChain
0 likes · 15 min read
Build a Real‑Time Search & Bazi AI Agent with LangChain & FastAPI
Alibaba Cloud Developer
Alibaba Cloud Developer
Sep 6, 2024 · Artificial Intelligence

Zero‑Code AI Agent with Higress: Build, Deploy, and Understand ReAct

This article explains the AI Agent concept, introduces the AI Gateway plugin architecture, walks through zero‑code deployment of an AI Agent using Higress with AMap and Seniverse services, and details the ReAct‑based reasoning and tool‑calling implementation with code examples and workflow diagrams.

AI AgentHigressReact
0 likes · 16 min read
Zero‑Code AI Agent with Higress: Build, Deploy, and Understand ReAct
21CTO
21CTO
Aug 19, 2024 · Artificial Intelligence

How to Become an AI Agent Developer: A Step‑by‑Step Roadmap

This article explains what AI agents are, why they matter, the essential soft and hard skills needed, and provides a detailed step‑by‑step roadmap for anyone aspiring to become an AI agent developer in the emerging AI‑driven software landscape.

AI AgentBackendLLM
0 likes · 6 min read
How to Become an AI Agent Developer: A Step‑by‑Step Roadmap
Alibaba Cloud Developer
Alibaba Cloud Developer
Aug 19, 2024 · Artificial Intelligence

Ensuring Stable AI Agents: Engineering Practices, RAG, and Monitoring

This article shares engineering insights from Hema’s AI smart customer service deployment, detailing key stability factors for AI agents—including hallucination mitigation, memory integration, RAG enhancement, exception handling, and comprehensive monitoring—to improve reliability and performance in real‑world e‑commerce chatbot scenarios.

AI AgentLLMRAG
0 likes · 13 min read
Ensuring Stable AI Agents: Engineering Practices, RAG, and Monitoring
Volcano Engine Developer Services
Volcano Engine Developer Services
Aug 15, 2024 · Artificial Intelligence

How We Built a Turing‑Test Game with Coze AI Agents: Lessons and Challenges

Discover how we created the AI‑powered game “I’m Surrounded by AI!” on the Coze Agent platform, detailing the game’s Turing‑test premise, workflow‑driven state management, code‑based variable handling, database integration, and the practical challenges we overcame to deliver an engaging human‑vs‑AI experience.

AI AgentCozeGame Development
0 likes · 10 min read
How We Built a Turing‑Test Game with Coze AI Agents: Lessons and Challenges
37 Interactive Technology Team
37 Interactive Technology Team
Aug 5, 2024 · Artificial Intelligence

Case Study: Applying AIGC to Component Activity Business with Dify

This case study shows how AIGC, implemented through Dify’s low‑code platform, enables a natural‑language AI assistant to recommend and insert the optimal components from a 200‑plus library, streamlining selection, building an embedding‑based knowledge base, exposing a RAG‑driven agent via API, and demonstrating rapid AI‑business validation compared with custom frameworks.

AI AgentAIGCBusiness Automation
0 likes · 8 min read
Case Study: Applying AIGC to Component Activity Business with Dify
Open Source Tech Hub
Open Source Tech Hub
Jul 31, 2024 · Artificial Intelligence

Understanding LLMs, AI Agents, and Retrieval-Augmented Generation: Key Concepts and Challenges

This article explains the fundamentals of large language models, artificial general intelligence, AI-generated content, AI agents, retrieval‑augmented generation, knowledge bases, multimodal processing, fine‑tuning, alignment, tokens, vectors, and related tools, highlighting their capabilities, limitations, and practical considerations.

AI AgentFine-tuningLLM
0 likes · 14 min read
Understanding LLMs, AI Agents, and Retrieval-Augmented Generation: Key Concepts and Challenges
Model Perspective
Model Perspective
Jul 23, 2024 · Artificial Intelligence

Building Your Own AI Agent with LangChain: A Hands‑On Guide

This article walks through the author’s experience creating a custom AI agent using LangChain and OpenAI APIs, explains the concepts of AI agents and the ReAct reasoning framework, provides step‑by‑step code, discusses required libraries and APIs, and shares practical tips and challenges encountered.

AI AgentLLMLangChain
0 likes · 16 min read
Building Your Own AI Agent with LangChain: A Hands‑On Guide
Architect's Alchemy Furnace
Architect's Alchemy Furnace
Jul 18, 2024 · Artificial Intelligence

Why AI Agents Are the Next Frontier of Intelligent Systems

This article surveys the rapid rise of AI agents powered by large language models, explaining their core perception‑planning‑action loop, memory architectures, tool‑use mechanisms, self‑reflection techniques, and real‑world case studies while highlighting current challenges and future prospects for autonomous intelligent systems.

AI AgentLLMMemory
0 likes · 29 min read
Why AI Agents Are the Next Frontier of Intelligent Systems
DataFunSummit
DataFunSummit
Jul 17, 2024 · Artificial Intelligence

Overview of LLM‑Based Agents: Architecture, Key Challenges, and Future Directions

This article reviews the emerging field of large‑language‑model (LLM) based AI agents, outlining their overall architecture, core modules such as profiling, memory, planning and action, discussing current challenges, presenting concrete use‑cases, and highlighting promising research directions.

AI AgentAgent ArchitectureLLM
0 likes · 11 min read
Overview of LLM‑Based Agents: Architecture, Key Challenges, and Future Directions
Alibaba Cloud Developer
Alibaba Cloud Developer
Jul 17, 2024 · Artificial Intelligence

How Alibaba Cloud Built Service‑Domain AI Agents: Design, Practice, and Results

This article explains how Alibaba Cloud designed and deployed large‑language‑model agents for its service domain, covering background, ideal LLM deployment, the shift from explanation to problem solving, the agent framework, practical implementation, automation trade‑offs, training, evaluation, and real‑world impact.

AI AgentAlibaba CloudCustomer Service Automation
0 likes · 20 min read
How Alibaba Cloud Built Service‑Domain AI Agents: Design, Practice, and Results
Baidu MEUX
Baidu MEUX
Jul 11, 2024 · Artificial Intelligence

How Baidu’s AI “Wealth God” Agent Redefines Design and User Engagement

This article examines Baidu's AI "Wealth God" agent case study, outlining abstract and concrete AI agent genes, brand‑centric design strategies, multi‑scenario adaptability, and story‑driven experiences that together illustrate how AI agents can transform product design, user interaction, and business innovation.

AI AgentBaiduDesign
0 likes · 11 min read
How Baidu’s AI “Wealth God” Agent Redefines Design and User Engagement
JavaEdge
JavaEdge
Jun 28, 2024 · Artificial Intelligence

Designing Agent Personality and Emotion Handling with LangChain Prompt Templates

This article explains how to craft system prompts that give an AI agent a distinct personality and emotional behavior, shows how to implement an emotion‑detection chain, compares ChatPromptTemplate.from_messages with from_template, and integrates the agent into a FastAPI service with full code examples.

AI AgentEmotion DetectionFastAPI
0 likes · 13 min read
Designing Agent Personality and Emotion Handling with LangChain Prompt Templates
DataFunTalk
DataFunTalk
Jun 17, 2024 · Artificial Intelligence

AI Agent Applications and Architecture in the 1688 E‑commerce Platform

This article summarizes the exploration of AI agents on the 1688 e‑commerce platform, covering the value of large language models, the agent solution architecture, deployment strategies, multi‑turn interaction design, AI‑driven innovation paradigms, and future planning discussed at DataFunCon 2024.

AI AgentDeploymentMulti‑turn Interaction
0 likes · 26 min read
AI Agent Applications and Architecture in the 1688 E‑commerce Platform
DaTaobao Tech
DaTaobao Tech
Jun 7, 2024 · Artificial Intelligence

Exploring AI Agent Integration in HandCat App: Architecture, Tool Management, and Implementation

The HandCat team designed an end‑to‑LLM pipeline that separates agent templates, tool protocols, and view layers, enabling LLM‑driven agents with memory, planning, and three tool types—general, selector, and interruptor—to safely manage sessions, handle errors, and balance granularity for performance within a commercial mobile app.

AI AgentAgent LabLLM
0 likes · 18 min read
Exploring AI Agent Integration in HandCat App: Architecture, Tool Management, and Implementation
Baidu Geek Talk
Baidu Geek Talk
May 27, 2024 · Artificial Intelligence

Baidu Commercial Advertising Platform Multi-Agent Architecture: From Theory to Practice

Baidu’s Commercial Advertising Platform employs a multi‑agent architecture that combines large‑ and small‑model collaboration, SOP‑driven task decomposition, and long‑term memory to transform natural‑language queries into precise, personalized advertising actions, achieving up to 98.5% parsing accuracy and cutting analysis time from over 30 minutes to under one minute.

AI AgentBaiduErnie Bot
0 likes · 17 min read
Baidu Commercial Advertising Platform Multi-Agent Architecture: From Theory to Practice
Cognitive Technology Team
Cognitive Technology Team
May 23, 2024 · Operations

eBPF + LLM: Building the Infrastructure for Observability Agents

The article explains how zero‑intrusion eBPF provides full‑stack, high‑quality observability data that, when combined with large language models, enables AI‑driven agents to automate ticket handling, change impact analysis, and vulnerability triage, dramatically improving operational efficiency.

AI AgentDistributed TracingLLM
0 likes · 17 min read
eBPF + LLM: Building the Infrastructure for Observability Agents
IT Services Circle
IT Services Circle
May 1, 2024 · Artificial Intelligence

Summary of Andrew Ng’s AI Agent Talk: Models, Workflows, and Design Patterns

The article summarizes Andrew Ng’s presentation on AI agents, contrasting traditional single‑prompt large‑model usage with iterative agent‑based workflows, reporting experimental accuracy gains, and outlining four agent design patterns—reflection, tool use, planning, and multi‑agent collaboration—while discussing practical trade‑offs such as latency and token speed.

AI AgentDesign PatternsModel Evaluation
0 likes · 7 min read
Summary of Andrew Ng’s AI Agent Talk: Models, Workflows, and Design Patterns
Rare Earth Juejin Tech Community
Rare Earth Juejin Tech Community
Apr 12, 2024 · Artificial Intelligence

Typical Business and Technical Architectures for Large Language Model Applications

This article reviews the common business and technical architectures used in large language model (LLM) applications, explains AI Embedded, AI Copilot, and AI Agent modes—including single‑ and multi‑agent systems—and offers guidance on selecting appropriate technology stacks such as prompt‑only, function‑calling agents, RAG, and fine‑tuning.

AI AgentFine-tuningLLM
0 likes · 9 min read
Typical Business and Technical Architectures for Large Language Model Applications
DataFunTalk
DataFunTalk
Apr 8, 2024 · Artificial Intelligence

LLM‑Based Agents: Architecture, Key Challenges, and Future Directions

This article surveys the emerging field of large‑language‑model (LLM) based agents, detailing their modular architecture—including profiling, memory, planning, and action components—while discussing critical challenges such as role‑playing, memory design, reasoning, multi‑agent collaboration, and outlining promising research directions and practical case studies.

AI AgentAgent ArchitectureLLM
0 likes · 11 min read
LLM‑Based Agents: Architecture, Key Challenges, and Future Directions
phodal
phodal
Mar 7, 2024 · Artificial Intelligence

Unlocking AutoDev’s AI Agent: Custom Actions to Supercharge Your IDE

This article explains how AutoDev 1.7.0 introduces a server‑side AI Agent that can be integrated into the IDE, offering three response types—Direct, TextChunk, and WebView—through configurable JSON endpoints, with practical demos, code snippets, and guidance for extending development workflows.

AI AgentAutoDevCustom Actions
0 likes · 5 min read
Unlocking AutoDev’s AI Agent: Custom Actions to Supercharge Your IDE
Data Thinking Notes
Data Thinking Notes
Dec 24, 2023 · Artificial Intelligence

Boost Text2SQL Accuracy with AI Agents: A LangChain Practical Guide

This article explores how AI agents, particularly those built with LangChain, can enhance Text2SQL performance by decomposing queries, leveraging tools, memory, and planning, and provides practical code examples and future directions for developers.

AI AgentLangChainPrompt engineering
0 likes · 16 min read
Boost Text2SQL Accuracy with AI Agents: A LangChain Practical Guide
NetEase Cloud Music Tech Team
NetEase Cloud Music Tech Team
Dec 12, 2023 · Artificial Intelligence

How LangChain Powers AI Agents: Principles, Debugging, and Real‑World Optimizations

This article explains the concept of AI Agents in the large‑language‑model era, details LangChain's implementation mechanics, shares practical challenges and optimizations encountered by NetEase Cloud Music, and provides step‑by‑step code examples and performance insights for building robust AI Agents.

AI AgentDebuggingLLM
0 likes · 20 min read
How LangChain Powers AI Agents: Principles, Debugging, and Real‑World Optimizations
AI Large Model Application Practice
AI Large Model Application Practice
Sep 6, 2023 · Artificial Intelligence

Prompt Engineering vs Fine‑Tuning: How to Choose the Best Strategy for Reliable LLM Outputs

This article compares Prompt Engineering and Supervised Fine‑Tuning for large language models, explains their principles, showcases common prompt patterns such as Chain‑of‑Thought, ReAct and Self‑Ask, outlines fine‑tuning stages and trade‑offs, and provides practical guidance on selecting the most suitable approach for specific enterprise AI Agent scenarios.

AI AgentFine-tuningLLM
0 likes · 17 min read
Prompt Engineering vs Fine‑Tuning: How to Choose the Best Strategy for Reliable LLM Outputs