Kumaran Ponnambalam
Employers on the program
- 2023–2026Cisco3 talks
Upcoming appearances
Who’s booked ahead? →Event dates shown; only events starting today or later count. 1 upcoming event.
-
7th Annual MLOps World | GenAI Summit 2026 – · Austin, United States
- Personalized Experiential Learning: How Do Enterprises Build AI Agents That Learn and Adapt for Users and Tenants? speaker Program source ↗
No upcoming appearances are currently recorded.
The year around now
Talks in the past 12 months and announced talks ahead, one row per conference, January to December. Hover a mark for the talk.
Appearances by year
- MLOps World (Machine Learning in Production)
Talks
| Date | Event | Conference | Role | Title | Links |
|---|---|---|---|---|---|
| Nov 17, 2026 | 7th Annual MLOps World | GenAI Summit 2026 | MLOps World (Machine Learning in Production) | speaker | Personalized Experiential Learning: How Do Enterprises Build AI Agents That Learn and Adapt for Users and Tenants? as Cisco Systems Inc This session examines how a traditionally static enterprise agent workflow was redesigned around AI-driven adaptation. In most enterprise settings, agent…Show lessThis session examines how a traditionally static enterprise agent workflow was redesigned around AI-driven adaptation. In most enterprise settings, agent behavior is defined through fixed prompts, rules, and workflows that apply broadly across users and tenants. | |
| Oct 8, 2025 | 6th Annual MLOps World | GenAI Summit 2025 | MLOps World (Machine Learning in Production) | speaker | Agent Drift: Understanding and Managing AI Agent Performance Degradation in Production as Cisco As AI Agents continues to integrate into production systems, maintaining consistent performance over time remains a critical challenge. This talk explores the…Show lessAs AI Agents continues to integrate into production systems, maintaining consistent performance over time remains a critical challenge. This talk explores the concept of “Agent Drift,” a phenomenon where AI agents experience performance degradation due to shifts in data distribution, evolving user behavior, tool behavior or model changes. | |
| Oct 25, 2023 | 4th Annual MLOps World Conference & Expo 2023 | MLOps World (Machine Learning in Production) | speaker | Using Scouter Models to Monitor Model Drift - A Novel Approach as Cisco Systems Inc. |
Frequent co-speakers
| Speaker | Shared events | Shared talks | Last together |
|---|---|---|---|
| Niels Bantilan | 3 | — | 2026 |
| Rajiv Shah | 3 | — | 2026 |
| Balaji Varadarajan | 2 | — | 2026 |
| Chris Alexiuk | 2 | — | 2026 |
| D. Sculley | 2 | — | 2026 |
| Juan Sequeda | 2 | — | 2026 |
| Kshetrajna Raghavan | 2 | — | 2026 |
| Yegor Denisov-Blanch | 2 | — | 2026 |
| Dmitry Petrov | 2 | — | 2025 |
| Dr. Greg Loughnane | 2 | — | 2025 |
| Ville Tuulos | 2 | — | 2025 |
Speakers with the same name are merged into one entry, so this page may combine more than one person. Affiliations are shown as each conference listed them.