参考文献与扩展阅读

本报告所引用的权威资源和扩展阅读材料

文献统计

35+ 参考文献
8 学术论文
5 主要厂商
15+ 技术框架

学术研究论文

AI Agents vs. Agentic AI: A Conceptual Taxonomy, Applications and Challenges
https://arxiv.org/abs/2505.10468
Agentic AI Needs a Systems Theory
https://arxiv.org/html/2503.00237v1
The Self-Learning Agent with a Progressive Neural Network Integrated Transformer
https://arxiv.org/abs/2504.02489
Interactive Debugging and Steering of Multi-Agent AI Systems
https://arxiv.org/html/2503.02068v1
Collaborating with AI Agents: Field Experiments on Teamwork, Productivity, and Performance
https://arxiv.org/abs/2503.18238
Agent Communication Protocol Research
https://arxiv.org/abs/2504.16736

主要厂商官方文档

Best practices for prompt engineering with the OpenAI API
https://help.openai.com/en/articles/6654000-best-practices-for-prompt-engineering-with-the-openai-api
Agent Development Kit: Making it easy to build multi-agent applications
https://developers.googleblog.com/en/agent-development-kit-easy-to-build-multi-agent-applications/
Write effective instructions for declarative agents | Microsoft Learn
https://learn.microsoft.com/en-us/microsoft-365-copilot/extensibility/declarative-agent-instructions
Building Effective AI Agents - Anthropic
https://www.anthropic.com/engineering/building-effective-agents
Claude Code Best Practices - Anthropic
https://www.anthropic.com/engineering/claude-code-best-practices
Best practices | Llama API - Meta Developer Center
https://llama.developer.meta.com/docs/guides/best-practices
Llama API overview - Meta Developer Center
https://llama.developer.meta.com/docs/overview/

技术框架与工具

Agents - LlamaIndex
https://docs.llamaindex.ai/en/stable/use_cases/agents/
A Guide to Reflection Agents Using LlamaIndex - Analytics Vidhya
https://www.analyticsvidhya.com/blog/2024/08/a-guide-to-reflection-agents-using-llamaindex/
A Long-Term Memory Agent | LangChain
https://python.langchain.com/docs/versions/migrating_memory/long_term_memory_agent/
Agentic Frameworks: A Guide to the Systems Used to Build AI Agents - Moveworks
https://www.moveworks.com/us/en/resources/blog/what-is-agentic-framework

技术实现与最佳实践

Memory and State in LLM Applications - Arize AI
https://arize.com/blog/memory-and-state-in-llm-applications/
Build smarter AI agents: Manage short-term and long-term memory with Redis
https://redis.io/blog/build-smarter-ai-agents-manage-short-term-and-long-term-memory-with-redis/
LLM Orchestration in 2025: Frameworks + Best Practices | Orq.ai
https://orq.ai/blog/llm-orchestration
AI Metadata: Best Practices for AI-based Data Analysis - WisdomAI
https://www.askwisdom.ai/ai-data-preparation/ai-metadata

安全性与评估

LLM Evaluation: Key Metrics, Best Practices and Frameworks - Aisera
https://aisera.com/blog/llm-evaluation/
Top 9 LLM Security Best Practices - Check Point Software
https://www.checkpoint.com/cyber-hub/what-is-llm-security/llm-security-best-practices/
LLM Security: Top 10 Risks & Best Practices to Mitigate Them - Cohere
https://cohere.com/blog/llm-security

行业分析与指南

OpenAI's AI Agent Guide, Decoded for Business (No Code Needed) - MindPal
https://mindpal.space/blog/openai-ai-agent-guide-decoded-no-code
Top 10 Agentic AI Vendors to Watch in 2025 - Creole Studios
https://www.creolestudios.com/top-agentic-ai-vendors/
Comprehensive Guide to Building AI Agents with Google Vertex AI
https://smythos.com/developers/agent-integrations/building-ai-agents-with-google-vertex-ai/
Microsoft AI Agents Demystified - Lantern Studios
https://lanternstudios.com/insights/blog/microsoft-ai-agents-demystified/
Guidelines and best practices for automating with AI agent
https://help.webex.com/en-us/article/nelkmxk/Guidelines-and-best-practices-for-automating-with-AI-agent

主要参考来源

核心参考资源

本报告主要基于LangChain博客的深度调研内容，结合各大厂商官方文档和学术研究论文编写而成。

LangChain Blog - In the Loop Series
https://blog.langchain.dev/tag/in-the-loop/
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