Work with me on decisions under uncertainty.
Open to research conversations
My research direction is sequential decision making under uncertainty. I welcome collaborations on how agents act, defer, or gather evidence as conditions change. I am also open to applied scientist roles and speaking invitations.
Jakarta working internationally
What you can contact me about
Tell me what you are working on and what you would like me to contribute.
Research Collaboration
ResearchI want to study decisions that change what an agent encounters next. In particular, I am interested in guarantees across action sequences and the costs of deferring. My navigation and multilingual evaluation work provides starting points.
The research question, available evidence or data, and the contribution you have in mind.
What happens nextIf it overlaps, I will suggest a concrete question or next working conversation.
Research & Applied Roles
RolesI am open to research and applied scientist roles worldwide. I am especially interested in uncertainty estimation, agent evaluation, and decisions in deployed systems.
The problem the team owns, the expected scope, location or working model, and likely timeline.
What happens nextI will reply with fit, availability, and any questions needed before a formal process.
Speaking
EventsI speak about uncertainty in model decisions, navigation, and evaluation across languages. My talks draw on research and production work across Southeast Asia.
The audience, format, proposed topic, date, location, and whether travel or remote participation is expected.
What happens nextI will confirm topic fit, availability, and the format I can contribute most usefully.
Mentorship
GuidanceI mentor early-career researchers and engineers working in machine learning. This includes research direction, graduate applications, and applied science careers, especially across Southeast Asia.
Your current stage, the decision you face, what you have tried, and the specific feedback you need.
What happens nextWhen capacity allows, I will offer a focused reply, resource, or short conversation.
