Turn a Markdown Vault into RAG

Hosted by Aki Wijesundara and Manu Jayawardana

Sun, Nov 22, 2026

10:00 PM UTC (30 minutes)

Virtual (Zoom)

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AI Engineering Bootcamp and Certificate: Build and Ship Production AI Agents
Dr. Aki Wijesundara and Manu Jayawardana
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What you'll learn

Chunk a vault so retrieval stays coherent

Split documents in a way that preserves meaning across boundaries.

Move from file reads to embeddings

Make the transition without losing the structure that was making it work.

Decide when you need a vector database

Use a clear threshold instead of adding infrastructure by default.

Why this topic matters

A markdown second brain that Claude reads before answering and a vector database aproduction agent searches are the same idea in different clothes. Seeing that explicitlymakes both easier. It also tells you when you genuinely need embeddings and when awell-structured folder is doing the job for free.

You'll learn from

Aki Wijesundara

AI Advisor | Educator | Google AI Accelerator Alum

Aki Wijesundara is an AI leader with a PhD in Machine Learning and extensive experience mentoring startups at Google’s AI Accelerator. With a career spanning both research and applied AI, Aki has taught 5,000+ students worldwide how to design and deploy production-ready AI systems.

He has worked across cutting-edge areas of applied AI, from LangChain and RAG pipelines to observability and large-scale deployment. As a researcher and educator, Aki bridges the gap between theory and practice, making complex systems approachable and actionable for engineers, founders, and product leaders.

Aki is also a frequent speaker and advisor to organizations adopting AI, helping them transition from experimentation to production at scale.

Manu Jayawardana

AI Founder | CCEO at TAI Labs | Co-Founder of Snapdrum

Manu Jayawardana is a serial entrepreneur with multiple AI startup successes.

He is also the Co-Founder of Snapdrum, an AI consultancy helping companies integrate and automate their businesses using AI. Through Snapdrum, Manu has worked with top startups and enterprises across the U.S., Europe, and Asia, advising on automation, product development, and AI strategy.

Currently, Manu is the Co-Founder & CEO of Krybe, an AI voice agent startup in London transforming how businesses automate customer interactions. His experience spans fundraising, scaling products, and leading teams to deliver production-grade AI solutions adopted globally.

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