Experience
Internship
Micro Connect International Finance Company Limited
▸ Personalized Agent Training and Operations Platform
- •Led 0-to-1 product definition and the operating model across agent creation, training, evaluation, publishing, rollback, and ongoing operations.
- •Designed a closed loop from baseline evaluation and failure clustering to optimization proposals, human review, quality gates, and version control.
- •Coordinated engineering delivery and business acceptance; launched 63 agents across finance, risk, and core financial services, each completing at least one training cycle.
▸ Cross-Session Memory and Skill System
- •Researched and implemented cross-session memory and skill lifecycles covering recall, cross-account isolation, authoring, refinement, and execution.
- •Completed 222 automated tests and dual-account end-to-end validation; drove fixes for 3 workflow defects and 5 UX issues through regression acceptance.

Investoday Financial Information Ltd.
▸ A-Share Industry Rotation Advisory Agent
- •Built a six-dimension industry rotation workflow covering macro, valuation, sentiment, technicals, capital flow, and crowding.
- •Defined and integrated requirements for 20+ financial indicators, including data type, history depth, refresh frequency, and granularity.
- •Restructured outputs into a conclusion-first format and converted unstructured sell-side reports into actionable investment signals.

Deloitte Innovation Investment (Hong Kong) Limited
▸ AI Intelligent Customer Service Chatbot
- •Built document-processing, vector-retrieval, knowledge-graph, and reranking components for a financial-services RAG chatbot.
- •Integrated ms-marco-TinyBERT-L-2-v2 reranking, improving response accuracy by 20%, and participated in API testing and deployment.
▸ AI Investment Portfolio Management Assistant
- •Developed a tool-calling financial agent with MCP access to real-time data.
- •Trained an LSTM on minute-level data that achieved 67.0% 15-minute directional accuracy on 21,663 independent validation samples.
▸ AI Intelligent Invoice Recognition System
- •Built a handwritten and printed invoice-recognition prototype covering data collection, labeling, model tuning, and OCR routing.
Projects & Competitions
Finance
CodeMonkey / ConceptTree
Live Product
- •Designed and launched an AI learning-path planner that transforms natural-language goals into dependency-aware interactive knowledge graphs.
- •Supports personalized paths, node mastery status, learning notes, resource search, and next-step recommendations.

HKSI Case Competition 2025
Semi-Finalist (Top 10%)
- •Developed a predictive regression model to assess how ESG factors affect corporate financial performance.
- •Proposed an AI- and blockchain-enabled roadmap for mandatory carbon pricing and centralized ESG data.

VCOC Investment Challenge 2025
Top 15% Team
- •Used trading comparables and IRR scenarios to evaluate a US$5 million Series A investment.
- •Analyzed GenAI positioning and identified potential operational-efficiency gains from NLP-driven pricing intelligence.

Bloomberg Global Trading Challenge 2024
Global Top 10% · Highest Rank 53 / 2,000+
- •Analyzed AI-focused technology equities and managed a portfolio that achieved a 15% monthly return.
GitHub Pinned
TechBlockchain-based decentralized sports prediction platform built as a blockchain course final project.
AI learning-path planner that turns goals into dependency-aware knowledge graphs and personalized learning paths.
