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Swetha
Ranganath
Principal Product Manager (AI)
Microsoft
Swetha Ranganath is a Principal Product Manager at Microsoft working on Microsoft 365 Copilot and Researcher experiences. Her work focuses on how AI can support real-world knowledge work—not just finding information, but helping people reason, decide, and execute in complex domains. She spends much of her time partnering with engineers, researchers, designers, and customers to translate messy, high‑stakes workflows into reliable AI systems, with a particular focus on evaluation, trust, and human‑AI collaboration. Swetha brings a practitioner’s perspective to conversations about what’s working, what’s not, and what it actually takes to make AI useful at scale. On panels, she enjoys exploring the trade‑offs behind product decisions and sharing lessons learned from building and deploying AI systems inside large organizations.
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25 February 2025 12:00 - 12:30
Panel | Hardening genAI systems for production, reliability and scale
Shipping a generative AI feature is only the start. Keeping it reliable under production load is the real challenge. This session brings together ML and platform engineers to discuss how they build and maintain production-ready genAI systems. Topics include managing model drift, optimizing inference performance, strengthening orchestration, and reducing infrastructure costs. Key takeaways: → Engineering methods for stabilizing GenAI pipelines under real-world conditions. → How to monitor, evaluate, and version models to control drift and degradation. → Architecture patterns that improve reliability, scalability, and cost efficiency in production.