E-commerce Website
- Developed a comprehensive e-commerce website.
- Utilized HTML, CSS, JavaScript, and PHP for development, with XAMPP (including MySQL
database)
for local environment and data management.
- Implemented core features including user authentication (membership system) and
administrator
accounts.
- Successfully integrated various common e-commerce functionalities found in typical online
shopping
platforms.
- Previously created and configured a domain using duckDNS.
Discord News Bot
- Developed a Discord bot automating the delivery of stock market insights and GitHub
trending
repositories.
- Implemented AI for summarizing news and translating content into Traditional Chinese.
- Utilized scheduled jobs to provide timely updates on market and developer trends.
- Employed NewsAPI, Alpha Vantage, and a GitHub Trending API for data
acquisition.
AI Financial Supply Chain Risk Knowledge Graph
- A fully automated AI Financial Supply Chain Risk Analysis System designed for rapid market insights.
- Powered by advanced Large Language Models (GPT-4o/5.2) to extract complex entity-relation triples from real-time financial news.
- Enhanced with a custom Auto-Verifier to eliminate AI hallucinations and a quantitative Market Sentiment Analyzer.
- Generates highly interactive Knowledge Graphs with dynamic sentiment watermarks for intuitive visual analysis.
- Offers a seamless user experience through a Streamlit Web App, enabling one-click execution via stock tickers.
AI Learning Path Generator
- A dynamic AI-Driven Learning Path Generator designed to solve the cognitive cold-start problem for any unknown technical or theoretical domain.
- Powered by Large Language Models (GPT-5.2) and Pydantic Structured Output to strictly decompose complex topics into granular, dependency-mapped learning nodes.
- Enhanced with a robust Graph Validation Engine (NetworkX) to construct Directed Acyclic Graphs (DAGs), actively detecting and resolving circular dependencies.
- Integrates a custom Semantic Reranking Pipeline using vector embeddings and Cosine Similarity to fetch and rank the most relevant tutorial videos via the YouTube Data API.
- Delivers an interactive user experience through a Streamlit Web App, featuring zoomable Mermaid.js topology maps, dynamic level calculation, and API caching.
RAG Financial Report Analysis
- Architected a Two-Stage Retrieval-Augmented Generation (RAG) pipeline to overcome semantic retrieval ceilings, parsing and analyzing 100+ page financial reports (e.g., Tesla, Palantir).
- Integrated a Cross-Encoder Reranking Engine (
sentence-transformers) to evaluate context relevance, significantly improving retrieval precision for dense financial formulas and risk factors.
- Developed an automated Standalone Query Generator via LLMs(GPT-5.4) to handle multi-turn contextual memory and cross-lingual queries, dynamically resolving pronouns and eliminating vector search noise.
- Built a robust Streamlit Web App featuring multi-dataset state management, utilizing strict callback triggers to seamlessly switch between corporate databases without memory cross-contamination.
- Enforced strict Anti-Hallucination Mechanisms through closed-book prompting, ensuring all generated analyses are strictly grounded in retrieved corporate data with zero data fabrication.
My Digital Notes
- Programming Language Notes: A collection of my learning journey, code snippets, and insights
into various programming concepts and practices.
- Stock Market Knowledge: My detailed observations, analyses, and strategies on investing,
market trends, and financial literacy.
- Travel Records: Personal chronicles and reflections from my explorations around the world,
including itineraries, experiences, and cultural insights.