Production RAG Architecture

Multi-Agent RAG Operations Kit

Hybrid Vector Search, Document Grader Agents, & LLM Context Optimization

Production-grade RAG infrastructure with retriever agents, document grader loops, TF-IDF vector similarity, and 1-prompt AI setup guide.

Included Components

Hybrid Vector Engine
Python similarity search with TF-IDF and dense embeddings (`vector_rag_engine.py`).
Grader Agent Router
Filters low-relevance chunks before passing context to LLM generators (`multi_agent_orchestrator.py`).
1-Prompt AI Setup
Copy-paste setup prompt (`SETUP_PROMPT_FOR_AI.md`) for instant agent installation.

Get Instant Access

Commercial License Included. Instant Download.

Get RAG Operations Kit — $29