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AI Agent 从入门到实战：概念理解、MCP 使用、平台实操、工作流自动化
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CrewAI Multi-Agent Teams: Tutorial and Best Practices
Build production AI with CrewAI — role-based collaborative AI agents
CrewAI Multi-Agent Teams What is CrewAI? CrewAI is a framework for role-based collaborative AI agents. It simplifies building AI applications by providing high-level abstractions over raw LLM APIs. **Best for**: multi-agent Installation ```bash
Guidance Template Generation: Tutorial and Best Practices
Build production AI with Guidance — constrained LLM generation and control
Guidance Template Generation What is Guidance? Guidance is a framework for constrained LLM generation and control. It simplifies building AI applications by providing high-level abstractions over raw LLM APIs. **Best for**: control flow Installat
Milvus Distributed Vectors: Tutorial and Best Practices
Build production AI with Milvus — scalable distributed vector search
Milvus Distributed Vectors What is Milvus? Milvus is a framework for scalable distributed vector search. It simplifies building AI applications by providing high-level abstractions over raw LLM APIs. **Best for**: scalability Installation ```bas
AutoGen Conversational Agents: Tutorial and Best Practices
Build production AI with AutoGen — autonomous multi-agent conversations
AutoGen Conversational Agents What is AutoGen? AutoGen is a framework for autonomous multi-agent conversations. It simplifies building AI applications by providing high-level abstractions over raw LLM APIs. **Best for**: automation Installation
LangChain Expression Language (LCEL): Tutorial and Best Practices
Build production AI with LangChain — composable chain building
LangChain Expression Language (LCEL) What is LangChain? LangChain is a framework for composable chain building. It simplifies building AI applications by providing high-level abstractions over raw LLM APIs. **Best for**: chain composition Install
LangGraph for Stateful Agents: Tutorial and Best Practices
Build production AI with LangGraph — stateful agent graphs with cycles
LangGraph for Stateful Agents What is LangGraph? LangGraph is a framework for stateful agent graphs with cycles. It simplifies building AI applications by providing high-level abstractions over raw LLM APIs. **Best for**: agent orchestration Inst
Chroma Local Embeddings: Tutorial and Best Practices
Build production AI with ChromaDB — lightweight local vector database
Chroma Local Embeddings What is ChromaDB? ChromaDB is a framework for lightweight local vector database. It simplifies building AI applications by providing high-level abstractions over raw LLM APIs. **Best for**: embeddings Installation ```bash
PromptFlow Azure Workflows: Tutorial and Best Practices
Build production AI with PromptFlow — Azure AI workflow orchestration
PromptFlow Azure Workflows What is PromptFlow? PromptFlow is a framework for Azure AI workflow orchestration. It simplifies building AI applications by providing high-level abstractions over raw LLM APIs. **Best for**: azure Installation ```bash
Ollama Model Management: Tutorial and Best Practices
Build production AI with Ollama — local model lifecycle management
Ollama Model Management What is Ollama? Ollama is a framework for local model lifecycle management. It simplifies building AI applications by providing high-level abstractions over raw LLM APIs. **Best for**: local models Installation ```bash pi
Dify Workflow Platform: Tutorial and Best Practices
Build production AI with Dify — open-source LLM workflow platform
Dify Workflow Platform What is Dify? Dify is a framework for open-source LLM workflow platform. It simplifies building AI applications by providing high-level abstractions over raw LLM APIs. **Best for**: platform Installation ```bash pip instal
Qdrant Vector Search: Tutorial and Best Practices
Build production AI with Qdrant — high-performance vector database
Qdrant Vector Search What is Qdrant? Qdrant is a framework for high-performance vector database. It simplifies building AI applications by providing high-level abstractions over raw LLM APIs. **Best for**: vector search Installation ```bash pip
Mirascope LLM Toolkit: Tutorial and Best Practices
Build production AI with Mirascope — ergonomic Python LLM interface
Mirascope LLM Toolkit What is Mirascope? Mirascope is a framework for ergonomic Python LLM interface. It simplifies building AI applications by providing high-level abstractions over raw LLM APIs. **Best for**: toolkit Installation ```bash pip i
Instructor Structured Outputs: Tutorial and Best Practices
Build production AI with Instructor — validated structured responses from LLMs
Instructor Structured Outputs What is Instructor? Instructor is a framework for validated structured responses from LLMs. It simplifies building AI applications by providing high-level abstractions over raw LLM APIs. **Best for**: data extraction
Outlines Structured Generation: Tutorial and Best Practices
Build production AI with Outlines — regex and JSON-guided generation
Outlines Structured Generation What is Outlines? Outlines is a framework for regex and JSON-guided generation. It simplifies building AI applications by providing high-level abstractions over raw LLM APIs. **Best for**: structured output Installa
LlamaIndex Data Ingestion: Tutorial and Best Practices
Build production AI with LlamaIndex — document pipelines and query engines
LlamaIndex Data Ingestion What is LlamaIndex? LlamaIndex is a framework for document pipelines and query engines. It simplifies building AI applications by providing high-level abstractions over raw LLM APIs. **Best for**: RAG Installation ```ba
vLLM High-Throughput Serving: Tutorial and Best Practices
Build production AI with vLLM — PagedAttention for GPU inference
vLLM High-Throughput Serving What is vLLM? vLLM is a framework for PagedAttention for GPU inference. It simplifies building AI applications by providing high-level abstractions over raw LLM APIs. **Best for**: serving Installation ```bash pip in
Pydantic AI Type-Safe Agents: Tutorial and Best Practices
Build production AI with Pydantic AI — type-safe AI agent development
Pydantic AI Type-Safe Agents What is Pydantic AI? Pydantic AI is a framework for type-safe AI agent development. It simplifies building AI applications by providing high-level abstractions over raw LLM APIs. **Best for**: type safety Installation
LiteLLM Provider Switching: Tutorial and Best Practices
Build production AI with LiteLLM — unified API for 100+ LLM providers
LiteLLM Provider Switching What is LiteLLM? LiteLLM is a framework for unified API for 100+ LLM providers. It simplifies building AI applications by providing high-level abstractions over raw LLM APIs. **Best for**: multi-provider Installation `
Marvin AI Classification: Tutorial and Best Practices
Build production AI with Marvin — AI-powered Python functions
Marvin AI Classification What is Marvin? Marvin is a framework for AI-powered Python functions. It simplifies building AI applications by providing high-level abstractions over raw LLM APIs. **Best for**: classification Installation ```bash pip
Flowise Visual AI Builder: Tutorial and Best Practices
Build production AI with Flowise — no-code LLM app construction
Flowise Visual AI Builder What is Flowise? Flowise is a framework for no-code LLM app construction. It simplifies building AI applications by providing high-level abstractions over raw LLM APIs. **Best for**: no-code Installation ```bash pip ins
Weaviate Hybrid Search: Tutorial and Best Practices
Build production AI with Weaviate — vector + BM25 hybrid search
Weaviate Hybrid Search What is Weaviate? Weaviate is a framework for vector + BM25 hybrid search. It simplifies building AI applications by providing high-level abstractions over raw LLM APIs. **Best for**: hybrid search Installation ```bash pip
Semantic Kernel AI Plugins: Tutorial and Best Practices
Build production AI with Semantic Kernel — Microsoft AI plugin orchestration
Semantic Kernel AI Plugins What is Semantic Kernel? Semantic Kernel is a framework for Microsoft AI plugin orchestration. It simplifies building AI applications by providing high-level abstractions over raw LLM APIs. **Best for**: plugins Install
Haystack NLP Pipelines: Tutorial and Best Practices
Build production AI with Haystack — production NLP and RAG pipelines
Haystack NLP Pipelines What is Haystack? Haystack is a framework for production NLP and RAG pipelines. It simplifies building AI applications by providing high-level abstractions over raw LLM APIs. **Best for**: nlp Installation ```bash pip inst
Pinecone Serverless Vectors: Tutorial and Best Practices
Build production AI with Pinecone — managed serverless vector store
Pinecone Serverless Vectors What is Pinecone? Pinecone is a framework for managed serverless vector store. It simplifies building AI applications by providing high-level abstractions over raw LLM APIs. **Best for**: vector database Installation
DSPy Programmatic LLMs: Tutorial and Best Practices
Build production AI with DSPy — typed LLM programming with optimization
DSPy Programmatic LLMs What is DSPy? DSPy is a framework for typed LLM programming with optimization. It simplifies building AI applications by providing high-level abstractions over raw LLM APIs. **Best for**: optimization Installation ```bash