End-to-End RAG
Search, PDF ingestion, chunking, embeddings, vector retrieval, and grounded Gemini answers in one workflow.
AI Engineering Highlights
Agentic Orchestration
LangGraph routes natural-language instructions to search, ingest, query, or answer tools.
Local Knowledge Base
ChromaDB, PDFs, embeddings, and fallback logs remain local by default for privacy-aware research.
Workflow
1. SearchFind papers on arXiv.
2. DownloadSave PDFs locally.
3. IngestExtract, chunk, and embed text.
4. RetrieveQuery ChromaDB for relevant passages.
5. AnswerGenerate grounded responses with Gemini.
Tech Stack
Python
Generative AI
LLM
RAG
Vector Database
ChromaDB
SentenceTransformers
LangChain
LangGraph
Google Gemini
Gradio
PyMuPDF
arXiv API
Semantic Search
AI Agents
Observability
Product Screenshots
