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AI & Data

When to add AI — and when not to

Jun 12, 2026·1 min read

The best AI feature is often a boring database query. Reach for a model only when the problem is fuzzy, tolerant of being approximately right, and expensive to solve by hand.

A three-question test

Is the input unstructured? Is a good-enough answer useful? Is the cost of a wrong answer low or easily reviewed? Three yeses means AI might fit. Any no, and a deterministic system will serve you better.

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Automation

How to Scope an MVP Without Burning Six Months of Runway

The fastest way to waste a seed round is to build the wrong thing carefully. Here's how to scope an MVP that teaches you something fast — instead of one that quietly drains your runway.

Product & UX

Design systems for teams that aren't designers

You do not need a 200-page brand book. You need a handful of decisions made once, written down, and reused everywhere.

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