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TechnologyAlmost every team now codes with AI, but only a third govern it. The teams pulling ahead aren't the ones adopting fastest — they're the ones who treat reviewing AI's output as seriously as they treated writing their own.
AI Advisor · CTO · Builder
AI advisory at the intersection of research, engineering, and business outcomes — helping leadership teams in Retail, Loyalty, and Industrial domains make evidence-based decisions. Based in Hyderabad. Writing since 2009.
Latest post
TechnologyAlmost every team now codes with AI, but only a third govern it. The teams pulling ahead aren't the ones adopting fastest — they're the ones who treat reviewing AI's output as seriously as they treated writing their own.
Almost every team now codes with AI, but only a third govern it. The teams pulling ahead aren't the ones adopting fastest — they're the ones who treat reviewing AI's output as seriously as they treated writing their own.
For a while we treated generative AI as a parlor trick with bad hands and a habit of making things up. Five kinds of story I keep seeing have quietly ended that phase — and left me with a more uncomfortable question than 'will it take my job?'
AI is not replacing software engineers. It is changing what engineering excellence looks like. The future belongs to engineers who can own outcomes, not just write code.