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Feb/2026

FAWZY.AI

Lets visitors explore the portfolio conversationally and demonstrates end-to-end RAG, prompt constraints, deployment, and admin operations.

FAISS (k=6)

Retrieval

all-MiniLM-L6-v2

Embeddings

Groq (Llama)

LLM

On/Off + Refresh

Admin controls

  • RAG over knowledge files + Django DB content
  • Admin-controlled maintenance mode, tracking, and index refresh
  • Reduced redundant LLM calls for standalone questions
  • Optional FAISS persistence for faster restarts
  • Excel Q&A logging for evaluation/testing
Python FastAPI Django LangChain Groq Hugging Face FAISS OpenPyXL
FAWZY.AI preview