README.md

metadata

title: ResearchPilot API
emoji: 🔬
colorFrom: blue
colorTo: purple
sdk: docker
app_port: 7860
pinned: false

ResearchPilot API

Production RAG system for ML research paper Q&A, powered by:

• Retrieval: Hybrid (Qdrant dense + BM25 sparse) with cross-encoder reranking
• Generation: Groq LLaMA-3.3-70B with streaming support
• Embedding: BAAI/bge-base-en-v1.5

Endpoints

Method	Path	Description
GET	/health	Health check + system status
POST	/query	Standard (non-streaming) RAG query
POST	/query/stream	Streaming SSE RAG query
POST	/feedback	Submit user feedback
GET	/docs	Swagger UI

Environment Variables Required

Set these in your Space Settings → Repository Secrets:

• GROQ_API_KEY — Groq API key for LLM generation
• HF_API_KEY — HuggingFace API key (for future model fallback)