Insights

Thinking out loud.

Notes on product engineering, AI automation, and how software actually gets built.

How We Evaluate AI Tools Before They Touch Production

Most 'AI strategy' is a vendor list. The practical checklist Younder Bots runs before any model or agent framework reaches production.

Most MVPs fail for the same avoidable reasons. A practical framework for scoping and shipping an MVP that actually tells you something.

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