Build a Self-Improving Agent Loop

Hosted by Aki Wijesundara and Manu Jayawardana

Mon, Oct 5, 2026

2:00 PM UTC (30 minutes)

Virtual (Zoom)

Free to join

Invite your network

Go deeper with a course

AI Engineering Bootcamp and Certificate: Build and Ship Production AI Agents
Dr. Aki Wijesundara and Manu Jayawardana
View syllabus

What you'll learn

Capture failures in a form the system can use

Log errors with enough structure that they can drive a change automatically.

Feed evaluation results back into behaviour

Close the loop so results from last week change how the agent acts today.

Prevent a loop reinforcing the wrong thing

Add the guard that stops a feedback system optimising into a corner.

Why this topic matters

An agent that logs its own failures and adjusts is a different thing from one that repeatsthe same mistake for months. You do not need retraining to get there, you need afeedback path from evaluation back into behaviour. Built carelessly, that same pathreinforces the wrong thing, so the design matters.

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 | CCEO 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.

See all products from TAI Labs

Sign up to join this lesson

By continuing, you agree to Maven's Terms and Privacy Policy.