#1NF

First Normal Form, or 1NF, is a foundational concept in relational database design. At its simplest, it is about reducing ambiguity and giving information a stable structure.

I use #1NF as a broader operating principle for technology work: clarify the system, normalize the mess, and build from a foundation that can scale.

That framing informs how I think about AI, product strategy, enterprise systems, and applied technology.