Offboard Job Search Platform
One workspace for a role, with research and drafts that stay connected. Automation does the repeated work; the person decides what goes out.
A job seeker’s next step, the AI assistant beside it and how it is tested, a teacher’s judgment, and a student’s understanding. Five product stories, then three projects built on my own.
LUMO Career Agent
LUMO is the assistant inside Offboard. It reads the person’s own search, sits beside the page they are on, and turns every change into a card they confirm.
LUMO Bench & Evals System
Training a model needs far more conversations than an early product has. So every LUMO change runs through pass-or-fail cases, a harder set from real conversations, and a check on the grader itself.
CK-12 Teacher Analytics
Separate prediction from diagnosis. Make uncertainty visible. Help teachers decide where to look next.
CK-12 Flexi AI Tutor
An answer begins the interaction. Clarification, source choices, and a next challenge give students ways to keep learning.
Each one says how far it got.
