Upgrade Prompts into Agent Loops

Hosted by Aki Wijesundara and Manu Jayawardana

Mon, Oct 19, 2026

2:00 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

Identify which part of a chain becomes a loop

Find the step where iteration adds reliability rather than cost

Add a termination condition that is not a cap

Write an exit rule based on the work, not on a maximum turn count

Migrate without rewriting the system

Sequence the change so the existing chain keeps running throughout

Why this topic matters

Most people have a prompt chain that mostly works and breaks in ways they cannot predict. The upgrade to a proper loop does not require a rewrite, but it does require knowing which part of the chain should become the loop and where to put the exit condition. Get that wrong and you have swapped one failure mode for a more expensive one.

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 | CEO 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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