Foreign-trained dentist. Oral surgery. Harvard Management Program. US dental school. The software comes from every gap between them.
Mission
Every product here exists because I was in a clinical environment and wished the information was clearer, faster, or more spatial. The goal is to put patient-specific 3D anatomy in the room before the procedure begins — on hardware that already exists, running pipelines that require no internet and no external workstation.
Flagship · Apple Vision Pro
A surgical planning and navigation platform for Apple Vision Pro. Renders patient CBCT data as full 3D anatomy in the room — before the first incision, without a cloud connection or external workstation.
Supporting products
Full anatomy segmentation from CBCT in under 15 seconds. On-device, no internet, no GPU. 77 dental and 30 body structures using a 2M-parameter INT8 model distilled from MedNeXt via teacher-student training.
Biometric patient identity verification using CBCT facial surface registration. Matches the patient's live facial geometry to their scan on file. Returns MATCH, UNCERTAIN, or NO-MATCH before imaging begins.
Metal artifact removal for implant cases. Built on 14 real patient DICOM datasets from a Carestream CS 8100 3D scanner. Six approaches failed. Approach 7 — influence-map artifact estimation — is in progress.
Funding model
Medical software development is slow by design — FDA clearance, IEC 62304 compliance, and clinical validation do not compress. HopTanks is a physics-based mobile arcade game set in 2125, where spring-loaded tanks battle across a cheerful post-apocalyptic wasteland. Built for iOS, designed to generate the revenue that keeps Stargazer moving. Every dollar goes back into the surgical platform.