Case Study
DTEDI Smart Assistant - Autonomous AI Information Service
DTEDI Smart Assistant is an AI-powered academic information service that operates autonomously around the clock. It is designed to instantly answer critical questions about the curriculum, administration, and facilities of DTEDI at UGM.
What I Worked On
My Responsibilities
System Design & Cloud Infrastructure
Designed the end-to-end system architecture and spearheaded AWS EC2 deployment with Docker and n8n.
Automated Knowledge Ingestion
Built an n8n workflow that detects Google Drive updates, downloads documents, splits text, and updates Pinecone.
Live RAG Pipeline
Designed a real-time retrieval-augmented generation pipeline using Pinecone, Gemini, and webhooks.
Multilingual Semantic Understanding
Integrated Cohere multilingual embeddings for formal and informal Bahasa Indonesia queries.
Conversational Memory
Implemented LangChain memory buffer through n8n for coherent multi-turn conversations.
Stack & Links
Built With
Tools, frameworks, and platforms used to ship this project.
Screenshots
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