Transcription evaluationTranskun vs Harmonica, F1 0.984
Long-horizon agentsNext: planning and self-play
Résumé
The same story without the map.
Experience
AI Singapore · AIIP-7Jan - May 2026 · AI internKnowledge bases, claim checking, WebSocket auth and telemetry for a local-first collaborative AI writing workspace.A*STAR I²RMay – Dec 2025 · ML / CV research internEvidential weather nowcasting with explicit uncertainty; up to ~33% better on selected metrics.Naga Capital PartnersMay – Aug 2024 · Business internPDF-to-Excel statement pipeline cut turnaround from 3 days to ~2 hours; Power BI dashboards.
Education
Nanyang Technological UniversityJul 2022 – Jun 2026BComp Computer Science (Hons) and BBus Business Analytics (Hons), Highest Distinction in both.University of MarylandAug – Dec 2024 · study abroadMachine Learning, Natural Language Processing.
Selected projects
EXCF-OCTAFinal year projectExplainable OCTA retinal disease classification; DR AUROC 0.904 ± 0.026.BrainHack TIL-AI 2026DSTAFinalist, top 2 in qualifiers, surprise challenge winner.Agent UncivIn progressSelf-evolving LLM agent for a turn-based strategy game.Music transcriptionMusic technologyRecording-to-score pipeline with Basic Pitch and music21, plus an evaluation of piano transcription models (Transkun vs Harmonica).Crescent Hall booking botServerless on AWSRan for ~2 months with 2,000+ invocations.
Leadership and contact
NTU Piano EnsembleJun 2023 – May 2024 · music directorTrained and led 50+ members for public concerts.CresPion A CappellaMusic directorContactzhangxinyang888@gmail.com · linkedin.com/in/xyz2001 · github.com/thenewgoat
Education
NTU, with the SMU and UMD exchanges docked beside it
3D city under construction. The details are ready in the panel.