Some work in this portfolio was created with the support of AI tools. I use these deliberately and critically, for speed and exploration, not as a replacement for craft or concept.

I don't take that lightly. The environmental cost of these tools is real, and so are the questions around authorship and creativity. These are conversations the design industry is still figuring out, and I think that's exactly why designers need to engage with them rather than step back.

As a designer, I believe it's my responsibility to evolve with the tools available, to understand them deeply, use them with intention, and push them toward outcomes that serve people, not just process.

The thinking, the direction, the choices, and the responsibility behind every piece of work in this portfolio remain entirely mine.