Talk Intermediate First Talk

Bringing RAG to Life: Visualizing Retrieval-Augmented Generation Workflows

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Session Description

Bringing RAG to Life: Visualizing Retrieval-Augmented Generation Workflows is a collaborative talk by Ritesh Sakhare and Samyak Raka, designed to demystify the complete Retrieval-Augmented Generation (RAG) architecture and show how it can be practically implemented and visualized.

We’ll start by explaining the core concepts of RAG and its relevance in building more accurate and context-aware AI applications. From there, we’ll move step-by-step through the workflow covering everything from coding a RAG pipeline using LangChain to visualizing the entire process with LangFlow for better transparency and debugging.

Together, we’ll demonstrate a real-time example that ties all the components together: embedding the query, performing a semantic vector search, retrieving the top-k most relevant chunks, combining the retrieved knowledge with the user’s query to construct an effective prompt, passing this to the LLM, and finally producing a grounded and contextually rich response.

By the end of this session, attendees will see how to bring RAG to life in their own projects from writing code to visualizing how each piece fits together and gain actionable insights they can start using immediately.

Key Takeaways

None

References

https://www.langchain.com/

https://www.langflow.org/

Session Categories

Other

FOSS

Speakers

Ritesh Deepak Sakhare

Project Intern | ABB India

I am Ritesh Sakhare an Electronics and Telecommunication Engineering undergraduate with a strong passion for software development and building impactful tech solutions. With experience in over 10 hackathons, I’ve consistently contributed to innovative, real-world projects. I was the winner of the Technitude Hackathon held in Sydney and a finalist in the prestigious Smart India Hackathon. Currently, I am working as a Project Intern at ABB India Ltd., where I’m gaining valuable hands-on experience in developing industrial solutions. I thrive in collaborative environments and enjoy solving meaningful problems through technology.

Samyak Sachin Raka

Ai Enablement Intern | Crowdera

I am Samyak Raka, a final-year B.Tech Computer Engineering student with hands-on experience developing practical AI and full-stack solutions. I’ve worked as an AI Enablement Intern at Crowdera’s Founder’s Office, contributing to AI-driven tools that support business operations and product strategy on a global scale.

I’ve designed and deployed real-world projects in areas like healthcare, IoT, and digital security, and I have participated in many hackathons, including national-level ones like the Smart India Hackathon and the Technitude Global Hackathon, where I’ve won and placed as a finalist. I also contribute to the developer community through open-source work and student-led tech initiatives, always aiming to build solutions that make a meaningful impact.

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