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Rakshith
Halevoor Prabhachand
Senior Manager, AI Products
PayPal
Rakshith is a Senior Manager of AI Products with 12+ years of experience building and scaling enterprise and industrial products across Fortune 500 organizations. He currently leads product initiatives within the Amazon Ads platform, driving AI-powered capabilities at global scale. Previously, Rakshith headed product strategy and go-to-market for IBM Db2 for z/OS, led the development and launch of IBM’s Edge Data Analytics portfolio, and commercialized data and IoT platforms at Hitachi across Industry 4.0, transportation, healthcare, and financial services. His background also includes launching cloud, B2B SaaS, and PaaS products at Qualcomm, Cisco, and HP. Rakshith is known for translating complex platforms into customer-centric products, influencing cross-functional teams, and presenting data-driven business cases to C-suite stakeholders to drive growth and commercialization.
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15 April 2026 12:00 - 12:30
Panel | Evaluating autonomous agents: Closing the gap between tests and real-world behaviour
Evaluating autonomous agents is fundamentally harder than evaluating static models or prompt-based systems. Behavior unfolds over sequences of actions, interacts with tools and environments, and changes under real traffic in ways that are difficult to capture with offline tests alone. In this panel, engineers and system builders compare how they evaluate agent behavior in practice. The discussion will explore where traditional testing breaks down, how teams reason about trajectories rather than single outputs, and what signals matter most once agents are operating in dynamic, real-world environments. Expect candid perspectives on what works, what doesn’t, and where evaluation remains an open problem for agentic systems.