高健壹 Chien-I Kao
國立中興大學 資訊工程學系 碩士生・ICTALab
國家高速網路與計算中心（NCHC） LLM DevOps 實習生
國立臺中教育大學 資訊工程學系 學士・GPA 3.9／4.3・系排名前 12%
我的經驗涵蓋 agent 開發與評測、AI 平臺部署、LLM 應用、機器學習研究，以及演算法研究與超級電腦叢集效能調校。
經歷
國家高速網路與計算中心（NCHC）｜LLM DevOps 實習生 2025.03–至今
- 以 LangGraph 開發附來源引用的搜尋問答 agent，在 SimpleQA Verified 抽樣 300 題評測中正確率 78.7%（原 Dify 流程 55.0%）。
- 在 Kubernetes 部署 OpenClaw agent 平臺並串接 Opik 追蹤；以 ClawBench 評估記憶功能，任務通過率由 0/30 提升至 30/30。
- 評估並實測 agentgateway 作為 LLM／MCP／A2A 流量閘道。
- 在 Kubernetes 部署 Onyx 知識問答平臺，以 Keycloak 整合 OIDC 單一登入，並建置 Prometheus、Grafana 監控與告警。
- 以 Dify、Langflow 研究 RAG 工作流程，成果供 TAIWAN AI RAP 網站的 AI 助手開發參考；並測試 MCP 工具整合。
國立中興大學 ICTALab｜碩士班研究生 2025.09–至今
- 參與淹水預警系統 MVP 開發，實作 RAG 與具來源依據（Grounding）的報告生成。
- 以 AutoEncoder 對民眾空間活動資料進行非監督式表徵學習。
研究著作
- Chien-I Kao and Kuo-Chan Huang, A New Logic-Rule-Based Method for Solving Nonograms, TCGA 2025 Workshop on Computer Games.（第一作者，佳作論文獎）・程式碼
- Yi-En Chang, Yu-Hsun Hung, Hsing-Yu Chen, Chien-I Kao, et al., A Sustainable Online Learning Platform for After-Class Peer Learning, AACE eLearn 2024, Singapore.
國科會大專學生研究計畫（ 113-2813-C-142-002-E ，指導教授：黃國展）：比較 Nonogram 回溯階段的三種搜尋策略。
競賽與獲獎
- 2026｜第六屆航港大數據創意應用競賽（交通部航港局）學生組第一名
- 2026｜AI Everywhere Hackathon（AWS Summit Taipei）航運物流組第一名
- 2024、2025｜國網盃應用程式效能優化競賽（HiPAC）第三屆冠軍、第四屆季軍
- 2025｜興程式競賽 進階組銅獎
- 2024｜ICGA 電腦奧林匹亞 暗棋第四名；TCGA 電腦對局競賽 暗棋、Nonogram 第四名
- 2024｜PMI Region 9 專案管理案例競賽 決賽（臺灣代表隊，隊長）
- 2023｜ICPC 亞洲區桃園站 第 63／102 名；全國大專院校產學創新實作競賽 AI 組佳作
- 決賽：InnoServe（2025）、IMBD（2025）、NCPC（2023、2024）、ITSA（2023）
- 參賽：2026 AIWave 雲湧智生臺灣生成式 AI 應用黑客松（AWS Taiwan × DIGITIMES）
精選專案
| 專案 | 說明 |
|---|---|
| hullwatch | 船體髒污能效監控：Speed Loss 偵測、清洗 ROI 分析與 Amazon Bedrock AI 顧問・FastAPI・React・XGBoost |
| imarine-policy-rag | 航港政策問答與報告生成，回答附上檢索來源・Python・PostgreSQL + pgvector・RAG |
| aiwave-community-platform | 社區生活服務平臺：共用交易核心、點數帳本與 Partner OpenAPI，單人開發・Python・React |
| nonogram-logic-rule-solver | 以邏輯規則推導，在回溯前填定格子並偵測矛盾・C++ |
| dark-chess-mcts | 暗棋對局引擎，平行 MCTS（UCT + OpenMP）・C++ |
| quizzz | 多科目測驗練習平臺，支援 LaTeX・線上展示・Streamlit |
聯絡方式
Email：alen911018@gmail.com · GitHub · LinkedIn
Chien-I Kao 高健壹
M.S. student in Computer Science and Engineering, National Chung Hsing University (NCHU) · ICTALab
LLM DevOps Intern, National Center for High-performance Computing (NCHC)
B.S. in Computer Science, National Taichung University of Education · GPA 3.9 / 4.3 · Top 12%
My experience covers agent development and evaluation, AI platform deployment, LLM applications, machine learning research, and algorithm research with supercomputer cluster tuning.
Experience
NCHC | LLM DevOps Intern Mar 2025 – Present
- Built a source-cited web search QA agent with LangGraph; on a 300-question SimpleQA Verified sample it reached 78.7% correct (vs. 55.0% for the earlier Dify workflow).
- Deployed the OpenClaw agent platform on Kubernetes with Opik tracing; in a ClawBench experiment, memory raised the task pass rate from 0/30 to 30/30.
- Evaluated agentgateway as an LLM/MCP/A2A traffic gateway.
- Deployed Onyx on Kubernetes with OIDC single sign-on through Keycloak, and set up Prometheus and Grafana monitoring and alerts.
- Researched RAG workflows with Dify and Langflow, whose findings informed the AI assistant of the TAIWAN AI RAP website; tested MCP tool integration.
ICTALab, NCHU | Graduate Researcher Sep 2025 – Present
- Implemented RAG and source-grounded report generation for a flood early-warning system MVP.
- Applied AutoEncoder-based unsupervised representation learning to human mobility records.
Publications
- Chien-I Kao and Kuo-Chan Huang, A New Logic-Rule-Based Method for Solving Nonograms, TCGA 2025 Workshop on Computer Games. (first author; Honorable Mention Paper Award) · code
- Yi-En Chang, Yu-Hsun Hung, Hsing-Yu Chen, Chien-I Kao, et al., A Sustainable Online Learning Platform for After-Class Peer Learning, AACE eLearn 2024, Singapore.
NSTC Undergraduate Research Project ( 113-2813-C-142-002-E , advisor Prof. Kuo-Chan Huang): compared three backtracking strategies for Nonogram solving.
Awards
- 2026 | 1st Place, Student Division — 6th Maritime and Port Big Data Application Competition (MOTC Maritime and Port Bureau)
- 2026 | 1st Place, Shipping and Logistics Track — AI Everywhere Hackathon (AWS Summit Taipei)
- 2024 / 2025 | Champion (3rd edition) and 3rd Place (4th edition) — High Performance Application Competition (HiPAC), NCHC
- 2025 | Bronze — NCHU Programming Contest (Advanced)
- 2024 | 4th Place — ICGA Computer Olympiad (Dark Chess); 4th Place — TCGA Computer Game Tournament (Dark Chess, Nonogram)
- 2024 | Finalist representing Taiwan (team lead) — PMI Region 9 Project Management Case Competition
- 2023 | ICPC Asia Taoyuan Regional (63/102); Honorable Mention — National College Industry-Academia Innovation Competition (AI Group)
- Finalist — InnoServe (2025), IMBD (2025), NCPC (2023, 2024), ITSA (2023)
- Participant — AIWave Generative AI Hackathon (AWS Taiwan × DIGITIMES), 2026
Featured Projects
| Project | Description |
|---|---|
| hullwatch | Hull-fouling efficiency monitoring: speed-loss detection, cleaning ROI and an Amazon Bedrock AI advisor · FastAPI · React · XGBoost |
| imarine-policy-rag | Maritime-policy QA and report generation where answers cite their retrieved sources · Python · PostgreSQL + pgvector · RAG |
| aiwave-community-platform | Community life-services platform with a shared transaction core, points ledger and partner OpenAPI; solo-developed · Python · React |
| nonogram-logic-rule-solver | Logic-rule inference that fixes cells and detects contradictions before backtracking · C++ |
| dark-chess-mcts | Chinese Dark Chess engine with parallel MCTS (UCT + OpenMP) · C++ |
| quizzz | Multi-subject exam practice platform with LaTeX rendering · Live demo · Streamlit |
Contact
Email: alen911018@gmail.com · GitHub · LinkedIn
