Relevance Lab Pvt. Ltd.
- Engineered a production‑grade knowledge‑aware conversational agent (RAG chatbot) with a team of six engineering interns, optimising the data ingestion pipelines behind it.
- Built FastAPI and Python backend services that orchestrate asynchronous LLM calls and multi‑turn chat memory, with thread‑safe data flow into a ChromaDB vector store.
- Added context validation and security guardrails, and designed an agentic web retrieval layer with BeautifulSoup that scrapes, summarises and reflects on external sources.