Building Smarter AI: Lessons from My Capstone in the Kaggle Intensive

P.Perumal Moorthy — Thu, 04 Dec 2025 07:09:02 +0000

I am P. Perumal Moorthy, a participant of the 5-Day AI Agents Intensive Course on Kaggle.

My Learning Experience

During this intensive, I learned:

What AI agents are and how they function

Prompting strategies and tool usage

Action → Observation → Thought workflow

Handling multi-step reasoning tasks

Building and deploying autonomous agents

Capstone Project Experience

In my capstone project, I created an AI agent that:

Accepts user instructions

Uses tools to solve tasks autonomously

Handles errors and continues execution

This project enhanced my understanding of practical AI automation and reinforced my problem-solving skills.

Challenges & Growth

Initially, structuring prompts and debugging agent actions was challenging, but the step-by-step guidance helped me overcome these difficulties.
I gained confidence in designing agent workflows and iterative improvement.

Key Takeaways

Well-structured prompts greatly influence agent performance

Combining tools with reasoning creates effective automation

Testing and iteration are essential

Appreciation

Thank you to the Kaggle Team, instructors, and community for this incredible learning journey.
I am proud to be part of this intensive and excited to continue learning AI, ML, and Data Science on Kaggle.

DEV Community: P.Perumal Moorthy

Building Smarter AI: Lessons from My Capstone in the Kaggle Intensive