RAG for PMs: Ask Your Product Docs Anything

Hosted by Aki Wijesundara and Manu Jayawardana

Sat, Jul 4, 2026

9:00 PM UTC (30 minutes)

Virtual (Zoom)

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AI Engineering Bootcamp & Certificate
Aki Wijesundara, PhD and Manu Jayawardana
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What you'll learn

What RAG means for a PM

The whole idea in plain words, so you see why it beats searching docs by hand.

Ask your real product docs a question

Point AI at a folder of your own specs and get an answer pulled straight from them.

Trust the answer is from your docs

How to keep answers grounded in your files so it does not invent things that sound right.

Why this topic matters

Your answers are buried across PRDs, specs, and old Slack threads, and finding the right one eats half an hour you do not have. In this free 30 minute session you see, in plain language, how RAG lets you ask your own product docs a question and get an answer drawn strictly from them, not made up. We point AI at a real folder of product docs and ask the kind of thing you look up every week, live. You leave able to turn your scattered docs into something you can just ask.

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 | Co-Founder & CEO at Krybe | 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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