TONIasaproduct,notarésumé—shippingAI×Web3trustinfrastructure.

Owned PRD drafts for a federated risk-scoring oracle on the FATE framework. Three production modules: equipment health monitoring (25% accuracy improvement, 40% downtime reduction), dynamic credit evaluation (40% decision efficiency gain, 18% default reduction), and asset securitization pricing (15% pricing error reduction). Project placed Global Top 10 in the Shenzhen International FinTech Competition.

National Innovation Program advisor and patent supervisor. Mentored student teams to two consecutive National Third Prizes in the Industrial Digital Twin Competition. Participated in ZTE-funded RAG and semantic modeling research. Supervised a capstone thesis on action recognition and tremor monitoring using OpenPose and MediaPipe.

“Start Your Dreams with SONY” — Top 10 AI Track globally in 2024. 0-to-1 PRD for an AI content UX platform with NLP video editing, voice interaction, and cross-language LLM / voice-cloning translation.

Led product discovery for a fictional Web3 ecosystem at Bain & Company. Multi-tier value proposition: NFT utility, DAO membership, DID architecture, phased GTM with KPI framework (activation, retention, LTV / CAC).

Developed a digital twin model for CNC machine tool multi-factor error modeling and compensation. Innovative XGBoost fog-cloud architecture with thermal error prediction. Deep learning + FEM optimization for thermal sensor placement.

Crypto intraday return prediction via VWAP-based features, rolling window backtesting, and weighted Spearman rank correlation evaluation. Python: Pandas, NumPy, scikit-learn.