Leading AI Teams: Standards, Reviews, and Restraint
Engineering teams that bolt LLM features onto existing services without a leadership layer tend to ship demos and operate liabilities. The senior engineer leading the AI work is responsible for the cultural artifacts that make AI shippable: what good design reviews look like, what evidence a code reviewer can demand, when "we should fine-tune" is a deflection vs a real signal, and how to push back on product asks that look AI-shaped but are not. Without these artifacts the team's velocity comes
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