Staging environment

Can AI Actually Self-Improve?

Hosted by Aishwarya & Arvind and Nikhil Pareek

399 students

In this video

What you'll learn

Map the self-improvement loop

Trace how failure, evaluation, root cause, fix and validation connect into one working loop.

Closing the improvement loop

How do you move from a failure → proposed change → validation, and eventually automate parts of this cycle?

Safe self-improvement

Decide which layers an agent may change—prompts, context, retrieval, tools, models—without regressions elsewhere.

Human-in-the-loop

Which parts of this process can realistically be autonomous today, and where is human judgment still essential?

Why this topic matters

Gain a concrete technical blueprint for building agents that don't just get monitored in production but can systematically learn from failures, validate improvements, and get better over time.

You'll learn from

Aishwarya & Arvind

AI Engineers | Building & Teaching @ The Gen Academy

Aishwarya Srinivasan is the co-founder of The Gen Academy and one of the world's most recognized AI educators, with a community of over 1.2 million AI professionals across social platforms. Previously, she led AI Developer Relations at Fireworks AI and spent over a decade building AI products and ecosystems at Google, Microsoft, and IBM. She holds a Master's in Data Science from Columbia University.


Arvind Narayanamurthy is the Co-founder of The Gen Academy, Previously AI Solutions Architect at Ema, and Founder of Eikos Health. He has built and deployed enterprise AI systems across Microsoft, IBM, Adobe, and high-growth startups, leading initiatives that translated machine learning into measurable business impact. Arvind holds a Master's degree from Carnegie Mellon University.

Nikhil Pareek

Founder & CEO of Future AGI

A serial AI entrepreneur and currently serving as the Founder & CEO of Future AGI, committed to democratize the AI agent engineering and optimization process.

His experience ranges from building autonomous drones to tackling complex data science challenges for Fortune 50 companies. He has worked across diverse sectors such as healthcare, IoT, advanced video analytics, and consulting, bringing a wealth of knowledge to the table. This extensive background allows him to approach AI from multiple perspectives and provide deep insights into its future potential.

See all products from Aishwarya Srinivasan & Arvind Narayan

Go deeper with a course

Mastering Agentic AI: Certification by The Gen Academy
Aishwarya Srinivasan and Arvind Narayanamurthy
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