Outcomes over optics.
Integrated teams across product, engineering, design, and field.
Real client work: ongoing engineering support and new platform builds.
| Architecture before algorithms | The system constraint outranks the model choice. |
| Policy embedded into pipelines | Not bolted on at review. Compiled in from day one. |
| Identity, access, audit as primitives | Not features. Not middleware. Primitives. |
| Human override designed in from the start | Not as a release blocker. As a design input. |
Resume, brief note, links to work. We read everything.