The Feature to Meaning Framework is the necessary translation layer, turning cold technical specifications into real-world human impact.

I didn’t come from spreadsheets—I came from branding. Even the sharpest tool needs a compass, and the VVX Matrix keeps the brand pointing north.

I did not come from semiotics—I came from reading cultural signs. But pattern reading is just another system we design, and AI helps me work smarter.