Evaluate Any AI System with TRACE

Hosted by Aki Wijesundara and Manu Jayawardana

Mon, Sep 14, 2026

9:30 AM 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

Apply the five steps to any AI system

Walk trace, read, analyse, codify and enforce on a system you did not build.

Prioritise which failures to fix first

Rank clusters by frequency and cost so effort goes where it pays.

Put evals in the loop, not in a document

Wire checks into your workflow so regressions are caught automatically

Why this topic matters

Evaluation advice is usually tied to a specific stack, which makes it useless the momentyou change tools. TRACE is a five-step method that works whether you are evaluating achatbot, a retrieval pipeline or a multi-agent system, because it starts from observedbehaviour rather than from a framework. Learn it once and it transfers.

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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