I ship AI systems the same way a good team ships software: scoped tickets, measured outcomes, no mystery work. Retrieval, agent orchestration, evaluation, and the product surfaces around them.
Architecture decisions I've had to defend, written up after the fact. Each opens with the problem, the trade-off I took, and what it cost.