Probook
Chief Architect
A voice agent is not reliable because it answers well. It is reliable when the caller’s job gets done, or the failure is caught, bounded, and recoverable.
What I’m building →Christian Yongwhan Lim New York
Chief Architect at Probook. Director of Internships at the ICPC Foundation. Adjunct at Columbia University.
Across engineering, teaching, and mentorship, I care about the same finish: a system that keeps its promises under pressure and a person who can carry the work forward without me in the room.
01 / Current work
Probook
A voice agent is not reliable because it answers well. It is reliable when the caller’s job gets done, or the failure is caught, bounded, and recoverable.
What I’m building →ICPC Foundation
Pair talented students with consequential work, honest feedback, and mentors who steadily hand over the decisions that matter.
136 completed internships →Columbia University
Teach the moment before the algorithm: how to model an unfamiliar problem, expose uncertainty, and choose the next useful test.
Courses and teaching →02 / How I think
If we cannot observe the result, we do not yet have a useful goal.
Test that one first. Architecture should follow evidence, not fashion.
If the work stops when its original builder leaves, it is not finished.
03 / Evidence
Scores shifted across models and longer conversations, so I tested when pooled evidence could be trusted. Calibration raised the readout from 0.712 to at least 0.95, exposed an evidence knee between 160 and 320 words, and passed all 80 reproducibility checks.
A global program designed around real work, accountable mentorship, and student ownership.
Competitive programming as a discipline for judgment, teamwork, and learning from failure.
“He has had a bigger impact in that short time than almost anyone has had in the history of North America.”
04 / Field notes
05 / Contact