

Beyond RAG: Building AI Systems
Offline Community Connect – Beyond RAG: Building AI Systems
This workshop is designed for working professionals, students, and developers who want hands-on experience building AI-powered applications using Retrieval-Augmented Generation (RAG). Explore how RAG works, connect AI models with external knowledge sources, and learn to build practical AI systems that deliver more accurate, relevant, and context-aware responses for real-world applications.
Agenda:
Welcome & Introduction to Indian Data Club
A brief introduction to the community, our mission, recent initiatives, and upcoming opportunities to learn, connect, and grow.
Icebreaker Activity
A short interactive activity to help participants connect with fellow professionals.
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About Workshop:
Speaker Details - Sujit Kumar Kar (Engineering Operations Lead @ Momence)
What we'll do:
Understand how chunking and embeddings work in RAG systems.
Evaluate RAG using Faithfulness, Precision, and Recall.
Explore observability, monitoring, and feature flags.
Build using lightweight, zero-cost infrastructure that attendees can reuse and extend.
The code will support free deployment through Google AI Studio and Vercel.
The goals:
Demonstrate a working RAG system.
Explore Semantic, Fixed, and Sliding Window Chunking.
Understand the importance of observability and monitoring.
Optional: Demonstrate GraphRAG and its use in multi-hop queries.
What people will use:
Google AI Studio (2 free deployments for eligible accounts without a billing card).
Vercel for free deployment.
Neo4j AuraDB (free instance for the optional GraphRAG demo).
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Tea Break
Enjoy your tea or coffee and connect with fellow attendees.
Interactive Quiz
Closing Remarks & Open Networking
Wrap up the session with key takeaways.
Join our WhatsApp Channel for More Updates --> https://whatsapp.com/channel/0029VbCWh2yGufIugb0nx32g
Venue Partner:
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Team
Indian Data Club