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Industry Insights

Explore expert opinions, emerging trends, and real-world lessons shaping feature management, DevOps, and modern software delivery.

Industry Insights

How do AI changes affect feature experimentation for product teams?

Most A/B testing happens at the frontend layer, where product teams change button colors, adjust copy, or reorganize layouts. These experiments work well because the surface area is small and the behavior is deterministic, making it easy to predict outcomes. AI-powered features don’t fit this model. A recommendation algorithm might behave differently based on training […]

Industry Insights

Feature flags are bigger than DevOps

DevOps has delivered on its promise to automate, streamline, and standardize software deployment. Teams today leverage CI/CD pipelines, infrastructure as code, and automated monitoring, resulting in an ability to ship code almost continuously. Yet failures still occur – sometimes catastrophically – because the focus of DevOps is internal: ensuring code gets to production. But customers […]