13-day current streak·13-day longest streak
👋 哈囉,我是 Scott(scott0127) 我目前就讀於 國立中正大學資訊工程研究所(CCU CSIE),是一名資訊工程碩士研究生。 我的開發經驗涵蓋 全端開發、AI / LLM 應用、GraphRAG / RAG、嵌入式系統、DevOps 與雲端部署。 我喜歡從真實使用者需求出發,透過軟體工程與 AI 技術解決具體問題。 目前主要關注 LLM Workflow、GraphRAG、全端系統架構、Edge AI、Kubernetes / Docker 部署 等方向。 --- 🚀 About Me 🎓…
👋 哈囉,我是 Scott(scott0127)
我目前就讀於 國立中正大學資訊工程研究所(CCU CSIE),是一名資訊工程碩士研究生。
我的開發經驗涵蓋 全端開發、AI / LLM 應用、GraphRAG / RAG、嵌入式系統、DevOps 與雲端部署。
我喜歡從真實使用者需求出發,透過軟體工程與 AI 技術解決具體問題。
目前主要關注 LLM Workflow、GraphRAG、全端系統架構、Edge AI、Kubernetes / Docker 部署 等方向。
---
🚀 About Me
- 🎓 M.S. student in Computer Science and Information Engineering at National Chung Cheng University
- 🏆 1st Place, 2024 National University Smart Innovation and Interdisciplinary Integration Competition
- 🧠 Interested in LLM, GraphRAG, RAG, Agentic Workflow, Computer Vision, and Full-stack Development
- 🛠️ Experienced in building systems from frontend, backend, database, deployment, to edge devices
- 🌏 Built and operated a real-world web tool with thousands of registered users
- 📚 Passionate about turning technical ideas into useful, user-centered applications
🛠️ Languages and Tools
Languages
C++
Python
TypeScript
Frontend & Desktop
Vue.js
Nuxt.js
Tailwind
Electron
Backend & Database
Node.js
NestJS
FastAPI
PostgreSQL
MySQL
Redis
AI / Machine Learning / Edge AI
PyTorch
TensorFlow
OpenCV
Jetson
DevOps & Platforms
Docker
K8S
GCP
Linux
Git
GitHub
---
🔬 Technical Focus
LLM / RAG / Agentic Workflow
- Built LLM workflows for long-form lecture content processing
- Worked with GraphRAG / RAG to improve knowledge retrieval and reduce hallucination
- Designed pipeline-style AI workflows for summarization, chapter segmentation, and educational assistant systems
- Interested in Multi-Agent Systems, prompt engineering, and AI-powered learning tools
Full-stack Development
- Frontend: Nuxt 3, Vue.js, TypeScript, Tailwind CSS
- Backend: FastAPI, NestJS, Node.js
- Database: PostgreSQL, MySQL, Redis, Supabase
- Deployment: Docker, Kubernetes, Nginx, GCP, Render
Edge AI / Embedded Systems
- Experience with NVIDIA Jetson Nano
- Worked on computer vision, image processing, object detection, OCR, and edge deployment
- Used YOLOv8, PaddleOCR, ONNX / TensorRT-related deployment concepts
📌 Featured Projects
🧠 IntelliTeach — AI-integrated Smart Learning Platform
IntelliTeach is a smart learning platform integrating Edge AI, LLM, GraphRAG, and embedded classroom devices.
The system solves the problem of preserving physical blackboard content and helping students review long lecture videos more efficiently.
Key features:
- Built a distributed system combining frontend, backend, cloud GPU resources, and embedded devices
- Used NVIDIA Jetson Nano for edge-side computer vision processing
- Implemented blackboard image processing, silhouette removal, and perspective transformation
- Designed an LLM workflow for long lecture transcripts and course material processing
- Applied GraphRAG to build structured course knowledge and power an AI teaching assistant
- Containerized services using Docker and deployed with Kubernetes
- Won 1st Place in the 2024 National University Smart Innovation and Interdisciplinary Integration Competition
Nuxt 3 FastAPI Python Docker Kubernetes GraphRAG LLM NVIDIA Jetson Nano Computer Vision
---
🌱 Pikmin Bloom Collection Tracker / Map Tool
A web tool built for the Pikmin Bloom player community, focused on decoration collection tracking and map-based discovery.
Key features:
- Built with Nuxt 3 and backend services
- Integrated map data and filtering logic for decoration discovery
- Used service workers and data-splitting strategies to reduce server output traffic
- Improved SEO and achieved strong Google Search visibility for related keywords
- Operated as a real-world user-facing tool with thousands of registered users
Nuxt 3 Vue.js TypeScript Supabase PostgreSQL Service Worker SEO Map Data
---
🚦 WalkerGuard — Pedestrian Safety Violation Detection System
WalkerGuard is an embedded AI system designed to improve pedestrian safety by detecting vehicle violations near intersections.
Key features:
- Used YOLOv8 for vehicle detection
- Applied OCR for license plate recognition
- Designed violation detection logic based on traffic rules
- Deployed on NVIDIA Jetson Nano for edge computing
- Worked with multi-view tracking and high-speed plate capture concepts
Python YOLOv8 PaddleOCR NVIDIA Jetson Nano Computer Vision Edge AI
---
🏛️ HistoSphere — Multi-Agent Historical Learning System
HistoSphere is an AI-powered interactive learning system that allows users to explore historical events through conversations with AI-generated historical figures.
Key features:
- Designed a Multi-Agent System for historical character responses
- Built workflow pipelines for historical data collection, crawling, and RAG
- Used multimodal generation to create historical scenes with consistent visual style
- Integrated educational psychology concepts such as scaffolding and cognitive load reduction
Nuxt 3 Python Docker Nginx RAG Multi-Agent System LLM Workflow Playwright
---
🏆 Achievements
- 🥇 1st Place, 2024 National University Smart Innovation and Interdisciplinary Integration Competition
- 🎓 Received academic excellence awards during undergraduate study
- 📈 Built and operated a real-world web service with strong SEO visibility and thousands of users
- 👨🏫 Experience teaching C++, AI fundamentals, and Python programming
📊 GitHub Insights & Open Source Impact
📈 GitHub Overview
---
🌟 Open Source Impact
- ⭐ Earned GitHub stars across personal projects, showing real-world project visibility and usefulness
- 🔀 Contributed pull requests to external open-source projects
- 🤝 Became a contributor to an open-source project with 1.1k+ GitHub stars
- 🧩 Experienced in collaborating with existing codebases, following project conventions, and contributing production-ready changes
📉 Contribution Activity
📫 Contact
-
pik_tool ★ PINNED
No description.
Vue ★ 88 18h agoExplain → -
awesome-agentic-ai-zh ★ PINNED ⑂
AI Agent 中文學習地圖 — 從零開始的結構化學習路徑,每階段有必做練習跟必修閱讀。三語對照(繁中/简中/English)。歡迎社群一起貢獻、優化內容。
★ 0 1mo agoExplain → -
forza-horizon-6-youtube-muisc-player
forza horizon 6 youtube muisc player
Python ★ 22 4d agoExplain → -
thsr-ticket-monitor
台灣高鐵可購票自動偵測監視器
Python ★ 1 9mo agoExplain → -
forza-music-overlay
Static download page for Forza Music Overlay
HTML ★ 0 3h agoExplain → -
histosphere
No description.
Vue ★ 0 11d agoExplain → -
travel
No description.
JavaScript ★ 0 5d agoExplain → -
busan-itinerary-planner
Static Busan six-day itinerary planner with Google Maps links and photo carousel.
★ 0 5d agoExplain → -
scott0127.github.io
No description.
HTML ★ 0 20d agoExplain → -
scott0127
Config files for my GitHub profile.
★ 0 1mo agoExplain → -
ai-historical-persona-skill
Immersive historical-persona skill pack for Codex, Claude Code, and Gemini API
PowerShell ★ 0 1mo agoExplain → -
Ehco_of_history
No description.
Python ★ 0 4mo agoExplain → -
k-means-dos-pratice
No description.
Python ★ 0 6mo agoExplain → -
accounting_app
No description.
Vue ★ 0 7mo agoExplain → -
Vibe_code_accounting
No description.
Vue ★ 0 1y agoExplain → -
auto_thread_post
No description.
HTML ★ 0 1y agoExplain → -
DiscordMusicBotWithGUI
No description.
Python ★ 0 1y agoExplain → -
nuxt
No description.
Vue ★ 0 2y agoExplain → -
0529
No description.
★ 0 2y agoExplain → -
-
No description.
★ 0 2y agoExplain → -
rep0508
No description.
C ★ 0 2y agoExplain → -
testpy
No description.
Python ★ 0 2y agoExplain → -
FFF
No description.
C++ ★ 0 2y agoExplain → -
0410
No description.
★ 0 2y agoExplain → -
dsada
d
C ★ 0 2y agoExplain → -
operatingSystem
hi
★ 0 2y agoExplain → -
operatingSys
No description.
★ 0 2y agoExplain → -
asdas
No description.
C ★ 0 2y agoExplain → -
dads
No description.
★ 0 2y agoExplain → -
view
No description.
★ 0 2y agoExplain → -
Python-SYN-Flood-Attack-Tool ⑂
Python SYN Flood Attack Tool, you can start SYN Flood attack with this tool. Simple and efficient.
Python ★ 0 2y agoExplain → -
x86-Asm-Chess-game-
Chess game mix some chinese chess play
★ 0 2y agoExplain → -
EasyNetScanner
Use Linklayer Arp Protocol boradcast and ICMP ping and TCP 3-WAY handshke syn and UDP
Python ★ 0 2y agoExplain → -
scott_repo
project
ASP.NET ★ 0 2y agoExplain → -
youtube_downloader
an easy no ad downloader
★ 0 2y agoExplain → -
asm
1
Assembly ★ 0 3y agoExplain →
No repos match these filters.