Developed AdaSeg4MR, an agentic system for speech-guided instance segmentation in MR using YOLOv11, LLaMA3 and Unity, enabling egocentric interaction across tasks: locating, segmenting, counting, and reasoning with class alignment. Engineered key components including adversary examinators and HTML auto-generation for result visualization.

Led the development of one of the world's first AI-native Tarot reading apps, securing a $60K Li Dak Sum Fellowship and first place in the NAA Start-up Competition. Selected by China's premier angel investor, ZhenFund, as 2023 ZhenResidence Fellow (25 start-ups per year), becoming the youngest ZhenResidence member in its history at age 19. Pivoted (in 2024) to delivering AI agent systems, with clients from China, Japan, and the US West Coast, to drive Gen-AI transformation. Analyzed the Barnum effect in divination via word embedding clustering and created multi-agent bots with retrieval-augmented generation.

Led a six-member team to develop a multi-agent workflow platform demo for China Mobile, based on LangChain. Successfully delivered the platform demo with a digital human front-end that helped the company win the bid. Advised the AI biography project for the Islamic world in collaboration with AceGPT (No.1 Arabic LLM) and KAUST.

Using simulated annealing to model the spatial heterogeneity of light intensity for composite elastomer micro-needle arrays, enabling the adaptive customization based on the 3D shape of the wound for cell behavior controllers. Completed all programming aspects of the multi-luminescence optogenetic platform for wound-healing.

Participated in developing Quantric's hardware-decoupled compiler, including superposition state control flows and innovative compile-time quantum error correction algorithm with 20-50% fewer LOC/pm compared to IBM's Qiskit. Contributed to the design of a conversion algorithm between standard quantum circuits and ZX-diagrams.