Showing posts with label Generative AI Tech Stack. Show all posts
Showing posts with label Generative AI Tech Stack. Show all posts

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)


Generative AI Tech Stack

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