Notes with Lab Updates

    Building at the intersection of design, AI, commerce, and operations.

    This is not a portfolio. Not a blog. It's a living operating manual— documentation of how I think, the decisions I make, and the products I build.

    Every framework here has been tested against real constraints. Every approach has been refined through failure. Every build has taught me something I couldn't have learned any other way.