Robotics
At Advanced Metal Research, I’m working on motion-planning evaluation, Steam Deck operator controls, and robot runtime integration. The current focus is repeatable setup and operation across the testbench and assembled robot.
Model evaluation
I’m exploring calibration, abstention, and how to test model decisions when context changes or evidence is missing. This grows out of my earlier work on tactical behavior analytics and code repair.