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How To Ship Features 83% Faster

What happens when AI starts modifying production code faster than your design process can keep up? In this episode of 1 IDEA, Suresh Mathew sits down with Manish Mukherjee (VP of Engineering @ Cisco) to unpack a real scaling problem his team ran into after introducing AI into an existing codebase. What we cover: - Why AI speed breaks traditional “design as you build” workflows - What the team had to do to rework their design process - How those changes reduced feature delivery time from ~12 days to ~2

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Sedai

Content Writer

January 29, 2026

Manish Muhkerjee