AI Tools & Generation
Build a Knowledge Base AI
Build retrieval-augmented generation systems.
The prompt
Design a RAG system for [knowledge base type]: Document processing: - Chunking strategies - Embedding model selection - Metadata extraction Vector database: - Database selection (Pinecone, Weaviate, Chroma) - Index configuration - Query optimization Retrieval tuning: - Similarity thresholds - Re-ranking methods - Context window management Generation: - Prompt templates - Source citation - Hallucination prevention - Answer validation
How to use it
Copy the prompt, paste it into ChatGPT, Claude, Gemini or Perplexity, and replace anything in brackets with your own details. The more context you add about your situation, the better the answer.
- rag
- embeddings
- knowledge base
- retrieval