№ 006 · AI · 2025
Multi-Document RAG
Chat across multi-document PDF corpora with conversational memory.
What it does
Chat across multiple PDFs simultaneously. Chunks, embeds, and indexes documents into FAISS at upload time, then uses conversational memory to handle follow-up questions naturally.
Modular prompt orchestration
Retrieval, context construction, and generation live as independently debuggable stages. Documented failure patterns; iterated on chunking granularity and context-window sizing.
Stack
Python · LangChain · FAISS · Groq API · HuggingFace · Gradio.