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Kushal
Patel
Senior Machine Learning Engineer
John Hancock
Kushal is a Senior Machine Learning Engineer at John Hancock, where he develops AI and machine learning solutions to improve enterprise operations and customer experiences. His work spans the design and deployment of end-to-end AI applications, with expertise in machine learning, large language models, and production AI systems. Passionate about applying AI to solve complex business challenges, Kushal focuses on building scalable, reliable solutions that bridge cutting-edge research with real-world enterprise impact.
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29 October 2026 14:00 - 14:30
Breakout workshop | Scaling rule engines with agentic AI
Business rules change constantly, yet the deterministic engines that enforce them remain hard to author, test, and maintain. This talk shows how agentic AI augments, rather than replaces, rule engines: translating business intent into precise, verifiable rules, catching conflicts before deployment, and enabling safe, auditable change through AI-assisted impact analysis and automated regression testing. The result is a practical pattern that pairs the reliability of deterministic execution with the adaptability of agentic AI.