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LangSmith

Here's an overview of popular frameworks and tools for building AI/LLM applications:

  1. Semantic Kernel
  • Microsoft's open-source orchestration framework
  • Strong .NET and C# integration
  • Built-in memory management and connectors
  • Great for enterprise Windows/.NET environments
  • Plugins system for extending functionality
  1. LangChain
  • Popular Python/JavaScript framework
  • Strong community and extensive documentation
  • Built-in agents and chains
  • Many integrations with different LLM providers
  • Good for rapid prototyping
  1. Other Notable Frameworks:

a. LlamaIndex (formerly GPT Index)

  • Specialized in data ingestion and indexing
  • Great for RAG (Retrieval Augmented Generation)
  • Strong document handling capabilities
  • Built-in vector store integrations

b. Haystack

  • Focus on production-ready search and question answering
  • Strong document processing pipeline
  • Good for building search applications
  • Modular architecture

c. AutoGen

  • Microsoft's framework for building agent-based applications
  • Multi-agent conversations
  • Good for complex task automation
  • Built-in agent templates

d. OpenAI Assistants API

  • Native OpenAI solution
  • Built-in function calling
  • Code interpreter capabilities
  • File handling and retrieval

e. Guidance

  • Structured prompting framework
  • Fine-grained control over LLM outputs
  • Good for templating and consistency
  • Strong type checking

f. Flowise

  • Visual programming interface for LLM apps
  • No-code/low-code solution
  • Drag-and-drop interface
  • Good for prototyping

g. LangFlow

  • Visual tool similar to Flowise
  • Built on top of LangChain
  • Visual flow builder
  • Good for experimentation

If you're working in a specific environment or have particular requirements, I can provide more detailed recommendations on which framework might be best suited for your needs.

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