Invited Speaker
Ranjith Rajagopal
Enterprise Agile Coach
Title: The Cognitive Butterfly Effect – Why Your Definition of Done is Failing AI Teams
Session Abstract:
A butterfly flaps its wings in your Definition of Done. Six months later, a hurricane of discrimination hits production.
When Goldman Sachs deployed the Apple Card in 2019, they had code reviews, security audits, and regulatory compliance. What they didn’t have: “Bias audit completed” in their Definition of Done. That missing checkbox cascaded into a 20x credit limit gap for women, an 18-month investigation, and millions in costs.
The pattern continues with iTutorGroup (2023): $365K EEOC settlement. University of Washington (2024): 85% bias in AI screeners. Workday (2025): Class action affecting millions. Medical AI: 3x failure rate on darker skin.
I have been working on AI-conscious Definitions of Done with 5 teams. It’s Version 0.9 in progress. It’s not a proven framework, but a practitioner experiment.
The primary goal is to create awareness of what’s missing in your current DoD.
Through real cases and interactions, we will see the gap between traditional DoD and what AI deployment requires. I will share a 5-item AI DOD checklist, sprint ceremony integration, and phased rollout plan. But awareness of the gap is the real takeaway. You can’t fix what you can’t see.
This isn’t polished framework, but an opportunity to experiment together. One missing checkbox can cost millions of dollars to the business. Let’s build Version 1.0 together.
Target Audience: Scrum Masters, Agile Coaches, AI-Agile Technology, Program and Delivery leaders, Entrepreneurs
About the Speaker
For 25 years, Ranjith’s life was defined by the cycle of high-stakes IT delivery—from Mainframe Developer to Global Delivery Director at Cognizant, managing high profile and multiple million dollar programs across US, UK, Europe and India By every external measure, he was succeeding. But he had lost the ability to tell the difference between leading from power and just leading from surviving. The pressure had become his baseline — a mental load he carried into every room, every conversation, and even onto his day to day personal life. The turning point was a program deep in escalation and bleeding financially that he inherited and moved to France (2017-2020). His instinct was to push harder, but he soon realized that wasn’t the answer. By choosing clarity over fear and survival he started to turn the program around in 3 to 6 months and completely in 12 months. This was achieved not by doing more, but by doing the right things from a space of clarity and in a state of flow.
