RAG & Knowledge Basesfree

Smart Curriculum Modernisation with Learning Outcome and Industry Dem

by Cheng Siong ChinUpdated Aug 2026

RequiresOpenAI

1/5

STEPS · 26

Run manually by an operator

Manually embeds curriculum documents into a vector store and uses an OpenAI agent to recommend learning-outcome and industry-aligned updates.

Email AI Auto responder. Summerize and send email

On incoming IMAP email, classifies and summarizes it using OpenAI and a Qdrant knowledge base, then sends an SMTP reply.

Reads IMAP email, classifies and summarizes it with OpenAI using Qdrant and Google Drive documents, then sends a reply via SMTP.

On incoming IMAP email, classifies and answers it with OpenAI agents and a Qdrant knowledge base, replying through Gmail.