PyCon India 2025

robin gupta

Robin is the human at the helm for TestZeus, the company behind world's first open source testing agent. He is a versatile engineering leader with more than 15 years of experience in software delivery across startups, scale-ups and enterprises. He is a System 1 thinker, and has led products contributing to $10M ARR. With a metrics-driven approach, he has elevated engineering maturity of product teams for diverse domains such as BFSI, EdTech, Retail, and Developer Experience. Beyond work, he mentors at ADPList and Plato, contributes to open-source projects like Selenium and has authored books and international courses on software testing. He is also a recognized speaker at international events such as Dreamforce (by Salesforce) and Selenium Conference.


Professional Link

https://www.linkedin.com/in/polymorphicrobin/


Session

09-13
14:50
30min
Boundaries of multi agent systems
robin gupta

When you let multiple AI agents collaborate, things can get powerful—and messy. How do you decide what each agent should handle? What happens when they step on each other's toes or hit performance walls? This talk dives into those questions, drawing from real-world lessons we learned while building TestZeus Hercules, the first open-source testing agent.
We’ll break down what happens when agents "chat", share tasks, and manage memory together. You’ll hear about the unexpected challenges—like agents clashing over decisions, coordination failures, or struggling with deterministic behavior—and how we tackled them.
This session is for developers who want to go beyond the basics of AI agents and understand their limits. You’ll walk away with practical strategies for setting clear boundaries, improving collaboration between agents, and designing systems that scale without falling apart. If you’re building AI-powered tools or just curious

AI, ML, Data Science
Track 3