FareedKhan-dev/scalable-rag-pipeline
A scalable RAG platform combining LangGraph agents, hybrid retrieval (Vector+Graph), and Ray orchestration on Kubernetes.
Implements multi-step agentic reasoning through LangGraph state machines (Planner, Query Rewriter, HyDE), combining vector search via BGE-M3 embeddings in Qdrant with Neo4j graph queries for structural knowledge. Deployed as a decoupled two-plane architecture—CPU-based Control Plane handling orchestration and GPU Data Plane using Ray Serve for LLM inference (vLLM) and embeddings, with Karpenter-driven autoscaling on AWS EKS and Terraform IaC for reproducible provisioning.
111 stars.
Stars
111
Forks
48
Language
Python
License
MIT
Category
Last pushed
Dec 27, 2025
Commits (30d)
0
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