There was my life before AI. There has been my life since AI.

Transformation has been my through-line: in myself, in people, and in the systems they work within. My career in business has spanned human behaviour and performance, and technology and data. My doctoral research was in collective intelligence. I think in systems, connecting ideas from fields that rarely meet. AI is where it all comes together, and it changed the scale of what I could imagine and accomplish.

Working with frontier AI through sustained thinking partnerships, I brought my judgment, ambitions and lived reality. My AI partners brought questions, challenges and possibilities I might not have reached, and I challenged them in turn: when something drifted, when it didn’t ring true, or when I sensed I was being told what I wanted to hear. Together, we created things neither of us would have produced alone.

I also learned what it takes to sustain that relationship. The continuity, the context and the governing structures didn’t exist yet, so I architected them while doing the work they were meant to support.

Forandras is the architecture I wished had existed when I began.
Now you don’t have to build it yourself.

Not by making you less central to your own future. By helping you become capable of more.