Graph and Loop Engineering: Structure Your Agent's Work

Hosted by Aki Wijesundara and Manu Jayawardana

Tue, Aug 25, 2026

8:00 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

Model your workflow as a graph, not a chat thread

Turn a tangled agent flow into nodes and edges you can read, test and hand over.

Add a critic and a revise step to any node

Turn a single step into a loop that checks its own output before moving on.

Set exit rules so loops end and runs finish

Stop the two classic failures: an agent that never stops and one that quits too early.

Why this topic matters

Chains were fine when the work was one step. Real tasks branch, retry, wait for a human and come back, and the good ones check themselves before they answer. Graphs give you that structure, loops give you the self correction, and they are the same skill: deciding where control lives instead of stuffing it all into a prompt. Teams that skip this ship agents nobody can debug.

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 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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