Sunday, October 19, 2025

Generative AI Tech Stack

 Generative AI Tech Stack


  1. Tool Execution / AP Integration
    • MCP Protocol
    • OpenFunction / Serverless
    • Function Calling (OpenAI)
    • Tool Calling (Anthropic, Claude 3)
    • Functionary
  2. Foundation Models (LLMs)
    • OpenAI (GPT-4, GPT-3.5), 
    • Mistral, 
    • Anthropic Calude
    • DeepSeek
    • Google Gemini
    • Cohere, Command R+
    • Meta LlaMA
    • MosaicML
    • Groq
    • Aleph Alpha
    • XAI (Grok)
  3. Prompt Engineering & Tuning
    • LangChain Prompts
    • Promptable
    • DSPy
    • PromptableUI
    • PromptLayer
    • Flowise Prompts
    • PromptFlow
    • Instructor (by Hugging Face)
    • Guidance
    • ReLLM
  4. Retrieval & RAG
    1. LlamaIndex
    2. OpenChatKit
    3. Haystack
    4. RAGatouille
    5. LangChain Retriever
    6. Zep (memory storage for RAG)
    7. Vespa
    8. Unstructured.io
  5. Embedding Models
    • OpenAI Embeddings
    • Alibaba Tongyi Embeddings
    • Cohere Embed
    • Voyage AI Embeddings
    • Hugging Face (E5, BGE, Instructor)
    • MiniLM (Microsoft)
    • Google Universal Sentence Encoder
  6. Vector Stores
    • ChromaDB
    • FAISS
    • Pinecone
    • Milvus
    • Weaviate
    • Redis with Vector Search
    • Qdrant
    • Typesense Vector
  7. Agents & Tool Use
    • LangChain Agents
    • Autogen Studio
    • AutoGen
    • Superagent
    • CrewAI
    • MetaGPT
    • E2B (for sandbox environments)
    • Semantic Kernel
    • OpenAgents
    • AgentVerse
    • CrewAI Cloud
  8. Output Validation & Guardrails
    • Guardrails AI
    • Nemo Guardrails
    • ReLLM
    • OutputParser (LangChain)
    • Pydantic
    • TypoeChat
    • Cerbos
    • Trulens
    • ConvoGuard
  9. UI/Frontend/Deployment
    • Streamlit
    • Flowise
    • Gradio
    • FastAPI
    • Vercel
    • Next.js
    • React
    • SvelteKit
    • Flask
    • Hugging Face Spaces
  10. Memory Management
    • LangChain Memory
    • AutoGen Memory
    • Semantic Kernel Memory Modules
    • Zep
    • Vector Memory + ChromAdb
  11. Workflow Orchestration & Integration
    • LangChain
    • Reactor (LangChain/AutoGen)
    • LLMStack
    • Make.com (for no-code workflows)
    • Airflow (for scheduled LLM tasks)
  12. Testing & Evaluation
    1. Helicone
    2. Trulens
    3. Promptfoo
    4. Weights & Biases (W & B)
    5. LangSmith
    6. Evals (OpneAI)


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Generative AI Tech Stack

 Generative AI Tech Stack Tool Execution / AP Integration MCP Protocol OpenFunction / Serverless Function Calling (OpenAI) Tool Calling (Ant...