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whitepaperJuly 2025
Becoming An AI-First Technology Organization
Evolving Roles in an AI-First Engineering Organization
Introduction
Artificial intelligence is reshaping how software is built and delivered. For large enterprise technology organizations, becoming “AI-first” means infusing AI into every aspect of engineering to amplify human capabilities. This is not about building more hype or adding more tools to our workflow. It is much more about practical changes in roles, culture, and process that lead to real gains in productivity and innovation.
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