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Engineering notes

What we have learned building software for clients — architecture decisions, trade-offs, and the things we would do differently.

8 min read

Adding AI to a product that already has users

What it takes to add a model to a live Express app: staging output before it reaches production data, per-attempt timeouts, cost control and cheap evaluation.

AI integrationArchitectureNode.jsProduction engineering
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