Aki Wijesundara, PhD
Manu Jayawardana
Free Lesson

Evaluate Any AI System with TRACE

30 min
Sep 14, 2026 5:30 AM

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, PhD

Aki Wijesundara, PhD

AI Advisor | Educator | Google AI Accelerator Alum

Google
Meta
OpenAI
Amazon Web Services
NVIDIA
Manu Jayawardana

Manu Jayawardana

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

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