Work

作品

From banking cores to side projects — built to ship and to last.

中
II

Work

From banking cores to side projects — built to ship and to last.

Products and games I made, tutorials, AI models, enterprise solutions and research. Pick a category to explore.

BLACK HARNESS Blog
Personal · 2026

BLACK HARNESS Blog ↗

An AI content platform with admin governance and an Event Radar; it curates security and AI news every day.

ReactCloudflare WorkersD1/R2/KVOpenAI/Gemini
Stock Helper (喵股小幫手)
Personal · 2026

Stock Helper (喵股小幫手) ↗

Stock health checks, tracking and notifications — five data angles, risk first, a daily brief.

ReactTypeScriptCloudflare D1Python
EXAM STUDY
Personal · Study platform

Exam study platform ↗

An online question bank organized by exam and subject for practice, revision and certification preparation. Authorized login required.

Question bankExam preparationLearning
Go — play & learn
Personal · Go

Go — play & learn ↗

A 3D board, an AI opponent and a step-by-step tutor that adapts to your level.

3D boardAI opponentTutoring
Gomoku
Personal · Gomoku

Gomoku ↗

Play five-in-a-row online against the computer.

WebGameAI opponent
Intro to AI 3D Modeling
Course material · 2026

Intro to AI 3D Modeling

No Blender needed — from reference art and an AI first pass to a presentable static model, in a 19-slide course deck.

AI 3DCourse deckSlide design

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Intro to AI 3D Modeling

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PDF

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Spoken social-media content course
Course material · 2026

Spoken social-media content course

An eight-week guide using insurance content on IG/Facebook: audience, topics, scripts, filming, editing, publishing and reviewing audience response.

Social mediaSpoken contentIG / Facebook

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Spoken social-media content course (8 pages)

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PDF

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Waste object detection research
Model research · 2026 · Field validation pending

Waste object detection research

This study asks a model to find plastic bottles, metal cans and construction debris in mixed-waste photos and draw a box around each object. Images and human labels are prepared first, then YOLO26n is trained to compare image sizes, unwanted boxes and video processing speed.

Public-image test | object labels and box placement
50.90 → 55.38

On the same 200 test images, the model trained with larger inputs gains 4.48 points. The score is mAP50–95, shown on a 0–100 scale. It assesses object labels and box placement; 55.38 points does not mean 55.38% accuracy in the field.

20 field photos | background mistaken for a target
76 → 29 (affected images 15 → 16)

Human review found no clearly identifiable targets of the three classes in these photos. Any predicted box is therefore a false positive. B2 produces 29 unwanted boxes instead of 76, but affects 16 photos instead of 15. Fewer boxes does not yet establish reliable field detection.

The work establishes a data-to-training-to-review workflow and measures the trade-off between detail and speed. The next step is to collect field photos with clearly visible targets, so missed bottles, cans and debris can be measured as well.

YOLO26nObject detectionModel evaluation
Explore interactive study ↗

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Full experiment report (29 pages)Chinese original · public copy; research results and limits retained

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PDF

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奇雲國際股份有限公司

Keywin corporate site (clone)
Practice

Keywin corporate site (clone) ↗

An unofficial replica of a corporate website with a data-center back office, deployed on Cloudflare.

CloudflareFront-end
AI GOVERNANCE
Enterprise package · v0.1 draft

AI tool adoption kit (five documents)

A discussion draft for adopting AI tools in a company: planning (4W1H), usage & governance rules, an AI-assisted development SOP, an install & operation manual, and templates.

AI governanceSOPAdoption

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01 Planning guide (4W1H)
02 Usage and governance rules
03 AI-assisted development workflow
04 Installation and operation guide
05 Appendices and templates

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PDF

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金瑞成寵物名店

KING REGENT
Brand website · King Regent

King Regent pet-store website ↗

A brand website bringing bird care, pet products and store information together.

Brand websiteStore informationBird care
Pet-store HR system (金瑞成)
Enterprise

Pet-store HR system (金瑞成) ↗

Shift scheduling and attendance for an enterprise HR system.

HRSchedulingAttendance

訊聯生物科技

TPMI
Healthcare · 訊聯生物科技

TPMI medical integration platform ↗

Built with Academia Sinica; live at Linkou Chang Gung and Taichung Veterans General, among others.

ASP.NET MVC.NET CoreAzure SQL
THESIS
Master's thesis · 2026

Two-stage stock trading optimization

A two-stage trading optimization framework built on contrastive learning and knowledge distillation (ETF 00891).

PythonPyTorchscikit-learn

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Thesis PDF (P20)
Final thesis deck

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PDF

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