AbrarSandbox · RAG
RAG Observatory
Hands-on beginner lab for real RAG — upload docs, watch Mistral embeddings land in Qdrant, then test answers with citations and quotas.
Open RAG ObservatoryProblem
Most RAG demos are black boxes or fake animations. Beginners need a real pipeline they can see, limit-test, and verify with citations.
Role
Designed and built an educational RAG sandbox in the portfolio (guest mode, Mistral, Qdrant).
What shipped
- Guest-only sandbox with per-user Qdrant collections
- Real ingest pipeline: parse → chunk → Mistral embed → Qdrant
- Playground with live retrieval audit, citations, and testing guide
- Free-tier quotas + optional bring-your-own Mistral key
Ecosystem
Ingestion Observatory
Drag-and-drop sources with stage-by-stage parse, clean, chunk, and embed animation.
Query Audit Playground
Chat plus live retrieval funnel, reranking leaderboard, and citation explainability.
Outcome
Visitors can experience and test a real RAG system without creating an account.
Stack
- Next.js
- Mistral
- Qdrant
- Prisma
- SQLite
- TypeScript
