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Pencilz+Friends, Montreal.
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Note | Autumn 2025

AI-assisted, human-reviewed.

How a team this size ships this much, and the three places we deliberately slow down.

A team this size ships this much because we use AI heavily. We also review everything, because generated code nobody read is technical debt with a fast delivery date.

We deliberately slow down in three places: anything touching money, anything touching auth, and anything a future teammate has to maintain without us in the room.

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