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Vuong Nguyen avatar Vuong

Category: Leadership (4)

Engineering leadership lessons from building production systems and leading teams through complexity. Practical patterns over theory.

Team building, system rewrites, organizational design, and what actually works when scaling engineering organizations.

Rethinking V2 and Avoiding the Rewrite Trap in the Age of AI

2 min read

Many teams are tempted to rebuild a clean V2 from scratch, but this often fails because it discards history, tribal knowledge, and unwritten context. A more effective path is gradual migration with strong boundaries rather than extremes like full microservices. With AI reshaping the way we build, the challenge is knowing where it can augment workflows without replacing engineering discipline. The teams that thrive will move deliberately, applying clarity and judgment to every step.