Generative AI, RAG, Agentic AI, and Semantic Search Projects

Live Space

Saarthi AI predicts commute risk using live traffic, weather, events, and route signals with an explainable departure recommendation.

• Built an agentic platform that estimates lateness risk and recommends optimal departure times.
• Integrated live traffic, weather, events, route-risk signals, and MongoDB Atlas state.
• Shipped an explainable risk score with a why breakdown and deployed it on Hugging Face Spaces.

Static preview

SmartNotes AI turns handwritten notes into a searchable study assistant using OCR, embeddings, retrieval, and AI summaries.

• Built a RAG assistant that turns photographed handwritten notes into a searchable knowledge base.
• Engineered chunking, indexing, and vector retrieval to keep responses grounded.
• Enabled question answering, summarization, and study-material generation for handwritten content.

Live Space

MediSwap finds composition-based medicine alternatives with fuzzy matching, semantic search, FastAPI, Qdrant, and embeddings.

• Built a medicine recommendation platform for composition-based alternatives.
• Combined fuzzy string matching with vector similarity over BGE embeddings.
• Architected the retrieval layer with FastAPI, SQLite, RapidFuzz, and Qdrant.