Voyage Umbra

For the past decade, I have worked with teams building machine learning systems for real-world applications. The biggest lesson I have learned is that AI research is not a straight line from problem to solution. It is a messy, iterative process where human decisions matter more than most people realize. The algorithms do not improve themselves. They improve because someone makes a judgment call about data, about model architecture, or about how to measure success. That human