RAGMulti-platform2025
SPEX
A multi-platform RAG system that spins up chatbots from live web sources. Point it at a URL, get a grounded assistant that only speaks from verified content.
Services
- RAG pipeline
- Multi-platform (web + Flutter)
- Vector DB (Qdrant)
- Guardrails
Challenge
Web content is noisy and changes constantly. The system had to ingest live URLs, structure them cleanly, and refuse to hallucinate — even when a user asked leading questions.
Role
Sole builder. Wrote the ingestion pipeline that converts live URL content into structured Markdown, set up Qdrant for high-speed retrieval, and implemented strict guardrails so answers stay tied to verified sources. FastAPI backend, TypeScript web client, and a Flutter mobile client.
