Final year of my Bachelor of Psychology at HKU. Co-founder at SmartCited, and working with Anne Collins' lab at UC Berkeley on neural-network parameter estimation and model identification.
Co-founded an AI-visibility action system for local businesses: it asks 10 leakage-checked discovery questions through OpenAI and Gemini, preserves the citation evidence, then prepares customer-authorized website, Yelp and directory actions. Started at OpenAI Build Week, incorporated as Smart Cited Inc. in August 2026.
Evaluated a live AI career agent across onboarding, interview, resume and decision workflows — turning trust gaps and UX friction into implementation-ready product recommendations.
Evaluated an LLM trained on 66,000 labeled sentences for journal-based wellbeing scoring against PERMA and DASS frameworks, and built a semi-automated DeepSeek and generative-image workflow that shipped 30+ psychoeducation carousel sets.
VStandby Studio · 24-hour BETA AI hackathon build: a real-time AI companion that detects livestream highlights, follows caption context and reacts through a selectable persona.
Open demo ↗Everyone At Once · Independent 0→1 product: twelve situational questions become a mix of fictional characters through LLM simulation and Bayesian inference.
Try it live ↗Built the simulation-based inference pipeline (TensorFlow GRU) that recovers reinforcement-learning-with-forgetting parameters and tells that model apart from a working-memory model in simulated behavior — at 27,000 agents per model the classifier reaches 0.92 accuracy against a 0.975 likelihood benchmark. Second author on a tutorial manuscript in preparation with Ti-Fen Pan and Anne Collins.
Developmental Trajectories of Brain Functional Connectivity in Autism Spectrum Disorder — third author, invited revision at PNAS, 2026. Deployed neuroimaging pipelines on HKU's HPC (a first for the lab) to process ABIDE-I/II and ADHD-200, and ran a preliminary brain-age analysis comparing individual functional topography with a 30,000-subject normative atlas.
The pyramid says you need food, shelter, money, love before you can do spiritual work. But a lot of the best art came from people whose base needs were not met — and arguably because they weren't.
The real user task is "I'm going to X, but I also want to check out Y" — a near-universal trip pattern that today's maps still don't make easy.
Hardware: a foldable, Switch-sized core — a 12-key octave plus collapsible drum pads. Software: an AI music agent — hum a melody or describe what you want, and it arranges and lays it onto your tracks.