I don't know exactly what I see that others don't. I just know I've always seen it.
I have spent two decades inside organizations of every shape and size. Nonprofits. Private sector. Community groups. Farms. Food banks. Businesses trying to reach more people with less. I have been in the rooms where decisions get made. I have watched what happens when nobody asks the hard questions in time.
That's not a resume. That's a different kind of knowing.
I didn't come to AI from technology. I came to it from the work. I started paying attention because I saw what was coming for the organizations I love. Nobody was talking about policy. Nobody was thinking about data protection. The people who were talking about AI had never set foot in a food bank.
I live in this world. I understand the mission. And I know how to protect it.