Kentz Wong · Singapore / Shanghai
Kentz Wong · 新加坡 / 上海

Wong Chih Chiang

20 years running inspection lines. Now building the AI that assists the inspector.

二十年深耕检测产线,如今打造辅助检测员的 AI。

Engineering and business leader in electronics manufacturing (AOI · AXI · ICT · SMT), now applying computer vision and generative AI to real production problems.

电子制造行业的工程与业务领导者(AOI · AXI · ICT · SMT),正将计算机视觉与生成式 AI 应用于真实的生产问题。

Wong Chih Chiang (Kentz) speaking at an industry event

I'm Kentz, an engineering and business professional with over 20 years in electronics manufacturing — two decades of it on the ground in Shanghai and Suzhou — specialising in automated inspection and test systems. I progressed from hands-on application engineer to R&D Director at Link Ways and Support Director at Triertech, and in 2026 completed NTU's Advanced Professional Certificate in Data Science & AI and the AWS Certified AI Practitioner credential, to bring machine learning directly into the domain I know best. Drevoiq is where I design, build and ship those ideas as working tools.

我是 Kentz,在电子制造行业拥有超过 20 年的工程与业务经验,其中二十年在上海与苏州一线工作,专注于自动化检测与测试系统。我从一线应用工程师起步,先后担任 Link Ways 研发总监与 Triertech 支持总监,并于 2026 年完成南洋理工大学数据科学与人工智能高级专业证书课程并取得 AWS Certified AI Practitioner 认证,将机器学习直接应用于我最熟悉的领域。Drevoiq 是我把这些想法设计、构建并交付为可用工具的地方。

Drevoiq: dream + evolution + IQ.

Drevoiq:梦想(dream)+ 进化(evolution)+ 智能(IQ)。

Years in electronics manufacturing
电子制造从业年限
20+
Support team scaled at Triertech
Triertech 支持团队规模扩展
5 → 25
First-year sales, new ICT line
ICT 新业务线首年销售额
USD 1M
CCAOI systems sold via Modus partnership
通过 Modus 合作售出的 CCAOI 系统
200+
Track record 履历

Experience

工作经历

From application engineer to R&D Director and Support Director in automated test & inspection, with customers spanning Fortune 500 EMS manufacturers across Asia, Europe and the Americas.

从应用工程师成长为自动化测试与检测领域的研发总监、支持总监,客户涵盖亚洲、欧洲及美洲的财富 500 强 EMS 制造商。

20262026年

Career transition into applied AI转向应用 AI 领域

Singapore
新加坡

Earned the PMP® certification, completed NTU's Advanced Professional Certificate in Data Science & AI, earned the AWS Certified AI Practitioner certification, and built Defect Hunter and CalorieScanner as end-to-end applied-AI products. Now seeking BD, product, program / project management or engineering leadership roles in automated inspection and applied AI.

取得 PMP® 认证,完成南洋理工大学数据科学与人工智能高级专业证书课程,取得 AWS Certified AI Practitioner 认证,并独立完成 Defect Hunter 与 CalorieScanner 两款端到端应用 AI 产品。现寻求自动化检测与应用 AI 领域的业务拓展、产品、项目管理及工程管理类职位。

Aug 2024 – Apr 20262024年8月 – 2026年4月

Support Director支持总监 — Triertech Co Ltd

Suzhou, China · ICT · AOI · CCAOI · AXI
中国苏州 · ICT · AOI · CCAOI · AXI
  • Led support managers across four product lines, scaling the support organisation from 5 to 25 engineers.
  • Owned ICT business development across sales, support and marketing — USD 1M in sales within the first year — and spearheaded partnerships with Modus (Germany, CCAOI) and Digitaltest GmbH (ICT) for the China and Asia markets.
  • Secured a system order from a key customer in Korea, led vendor visits in Germany to establish an internal fixture house, and represented the company at APEX, Nepcon Shanghai / Shenzhen and Productronica Munich.
  • 领导四条产品线(ICT、AOI、CCAOI、AXI)的支持经理团队,将支持组织从 5 人扩展至 25 名工程师。
  • 全面负责 ICT 业务的销售、支持与市场推广,首年实现 100 万美元销售额;主导与德国 Modus(CCAOI)及 Digitaltest GmbH(ICT)在中国及亚洲市场的合作。
  • 拿下韩国重点客户的系统订单,带队赴德国考察供应商以建立内部治具工厂,并代表公司参加 APEX、Nepcon 上海 / 深圳及慕尼黑 Productronica 展会。
Jan 2023 – Aug 20242023年1月 – 2024年8月

R&D Director研发总监 — Suzhou Link Ways Tech Co Ltd

Suzhou, China · Hybrid inspection · AI deep learning
中国苏州 · 混合检测系统 · AI 深度学习
  • Led development of a Hybrid Inspection System (HIS) for glue and pin inspection, collaborating with vendors in Switzerland and Spain on unique 3D testing solutions.
  • Introduced AI deep-learning software into existing solutions with a remote R&D team in Taiwan; developed and commercialised an AI Assembly Assistant with multiple system sales in the Taiwan market.
  • Led the R&D department to ISO 9001:2015 certification for the design and manufacture of optical instruments; showcased HIS and CCAOI at SMTA Guadalajara 2023 for North American market entry.
  • 主导混合检测系统(HIS)的开发,用于点胶与插针检测,并与瑞士、西班牙供应商合作开发独特的 3D 测试方案。
  • 与台湾远程研发团队合作,将 AI 深度学习软件引入现有方案;开发并商业化 AI 装配助手,在台湾市场实现多套系统销售。
  • 带领研发部门取得光学仪器设计与制造的 ISO 9001:2015 认证;于 2023 年墨西哥瓜达拉哈拉 SMTA 展会推介 HIS 与 CCAOI,开拓北美市场。
Jan 2017 – Jan 20232017年1月 – 2023年1月

R&D Manager研发经理 — Suzhou Link Ways Tech Co Ltd

Suzhou, China · Machines, handlers, MES & vision software
中国苏州 · 设备、传送机构、MES 与视觉软件
  • Developed machines, handlers and software solutions (MES and customised vision inspection) for SMT production lines.
  • Established key partnerships: Modus (CCAOI, 200+ systems sold), Optical Control (X-ray component counting, 10+ systems) and Interflux (selective jet-flux systems).
  • Built an inline barcode-scanning system integrated with AOI / AXI (12 systems sold) and a robot-vision inspection solution for iPhone camera modules (40 systems sold); showcased a Radar Test System prototype at Productronica Munich 2021.
  • 为 SMT 生产线开发设备、传送机构及软件方案(MES 与定制化视觉检测)。
  • 建立关键合作伙伴关系:Modus(CCAOI,售出 200+ 套)、Optical Control(X 光点料,10+ 套)及 Interflux(选择性喷射助焊系统)。
  • 开发与 AOI / AXI 集成的在线条码扫描系统(售出 12 套)及 iPhone 摄像头模组的机器人视觉检测方案(售出 40 套);于 2021 年慕尼黑 Productronica 展出雷达测试系统原型。
Jan 2015 – Jan 20172015年1月 – 2017年1月

AOI Product ManagerAOI 产品经理 — Suzhou Link Ways Tech Co Ltd

Suzhou, China · Vitrox 3D AOI
中国苏州 · Vitrox 3D AOI
  • Introduced Vitrox 3D AOI to Jabil Shanghai, Huangpu and Wuxi, generating over 50 AOI system sales.
  • Secured post-support contracts for over 60 systems, worth roughly RMB 2M in annual recurring revenue; ran pre-sales and product seminars aligned with Vitrox's roadmap.
  • 将 Vitrox 3D AOI 引入捷普(Jabil)上海、黄埔与无锡工厂,实现 50 余套 AOI 系统销售。
  • 签下 60 余套系统的售后支持合同,年经常性收入约 200 万元人民币;开展售前活动与产品研讨会,紧密对接 Vitrox 产品路线图。
Mar 2005 – Jan 20152005年3月 – 2015年1月

Senior Application Consultant高级应用顾问 — Ellipsiz iNETest (Shanghai) Co Ltd

Shanghai, China · AOI applications across Asia and the Americas
中国上海 · 面向亚洲与美洲的 AOI 应用
  • Delivered AOI application support and training for major EMS companies in China, Malaysia, Vietnam, Taiwan, Thailand, Indonesia, Mexico, Korea and Brazil.
  • Developed custom software and hardware solutions (PLC and Perl) from customer requirements, and won multiple benchmark evaluations across Asia that directly led to equipment sales.
  • 为中国、马来西亚、越南、台湾、泰国、印尼、墨西哥、韩国及巴西的主要 EMS 企业提供 AOI 应用支持与培训。
  • 根据客户需求开发定制软硬件方案(PLC 与 Perl 编程),并在亚洲多地赢得多次设备评比,直接促成设备销售。
Capabilities 能力

Skills

技能

Domain

行业领域

AOI · AXI · CCAOIIn-circuit test (ICT)SMT / EMS processQuality engineeringR&D managementProject management (PMP®)Technical sales & pre-salesBusiness developmentStrategic partnershipsTeam leadership & scaling
AOI · AXI · CCAOI在线测试(ICT)SMT / EMS 工艺质量工程研发管理项目管理(PMP®)技术销售与售前业务拓展战略合作团队建设与扩展

AI / Data

AI / 数据

Computer visionObject detectionModel compression & on-device inference (ONNX)Generative AI integrationData pipelinesPythonMachine learning
计算机视觉目标检测模型压缩与端侧推理(ONNX)生成式 AI 集成数据管道Python机器学习

Product & Delivery

产品与交付

Progressive web appsReact Native · ExpoCloud deployment (AWS Lightsail)Self-hosted infrastructureMES integrationPLC · Perl
渐进式网页应用React Native · Expo云端部署(AWS Lightsail)自建基础设施MES 集成PLC · Perl

Languages

语言

English (fluent)Mandarin 中文 (fluent)
英语(流利)普通话(流利)
Shipped 已交付

Projects

项目

Working, deployed applications. Each starts from a real production or product problem and is designed, built and shipped end-to-end.

已部署、可用的应用。每个项目都源于真实的生产或产品问题,并由我独立完成设计、构建与上线。

Defect Hunter mode-select screen — SPI, AOI, AXI and Benchmark modes, plus an in-app field guide and leaderboard
Mode select
模式选择
Defect Hunter AOI mode — tapping component-placement defects on a populated PCB, level 38, 8 of 10 defects found
AOI mode
AOI 模式
Defect Hunter AXI mode — X-ray view of a bare board, spotting a head-in-pillow solder joint hidden under a BGA package
AXI mode
AXI 模式

Defect Hunter

Live · beta 已上线 · 测试版 Industrial AI 工业 AI

Why it matters: built to test how far a lightweight, on-device object-detection model can go against the same defect taxonomy a real SMT line uses — informed by two decades of running SPI / AOI / AXI stations. The self-labelling board generator doubles as a human-free training-data pipeline.

项目意义:用于验证一个轻量级端侧目标检测模型,在真实 SMT 产线所用的同一套瑕疵分类体系下究竟能走多远 —— 背后是二十年运营 SPI / AOI / AXI 工位的经验。自动标注的电路板生成器同时也是一条无需人工的训练数据管道。

A free PWA that turns real SMT quality-control inspection into a fast, replayable spot-the-defect game. Every board is procedurally generated from a seed — same seed, same board, on every device — and ships with pixel-accurate ground-truth defect labels as a side effect of how it's built, no human annotation required.

一款免费的渐进式网页应用(PWA),将真实的 SMT 品质检测流程转化为快节奏、可反复游玩的"找瑕疵"游戏。每块电路板都由种子(seed)程序化生成 —— 同一种子在任何设备上都生成同一块板 —— 并在生成过程中自动附带像素级精确的瑕疵标注,无需人工标注。

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Play through the three inspection stages a real board actually passes through — SPI (solder-paste print, before parts are placed), AOI (optical inspection of every visible joint), and AXI (X-ray inspection for joints hidden under BGA packages, invisible to any camera). In Benchmark mode, a small object-detection model — trained on the game's own self-labelled boards and compressed to run entirely client-side via ONNX Runtime Web — plays the AOI ladder on its own, live in your browser; you can tap in to catch whatever it misses and see exactly where its detection breaks down.

游戏还原了一块电路板真正会经历的三道检测工序 —— SPI(锡膏印刷检测,元件贴装前进行)、AOI(对每个可见焊点的光学检测),以及 AXI(针对隐藏在 BGA 封装下、任何摄像头都无法看到的焊点的 X 光检测)。在 Benchmark 模式中,一个基于游戏自动生成的标注数据训练、并压缩至可通过 ONNX Runtime Web 在浏览器端完整运行的小型目标检测模型会自行挑战 AOI 关卡 —— 当它漏检时,你可以介入补上,直接看清它的检测极限究竟在哪里。

  • Three real inspection stationsSPI checks the solder-paste print before any part is placed; AOI scans every joint a camera can see; AXI X-rays the joints hidden under BGA packages. Same defect taxonomy a real line runs on.
  • Boards that label themselvesEvery board is generated from a seed and carries pixel-accurate ground-truth boxes as a by-product, so the game doubles as an unlimited, human-free training set.
  • Benchmark mode: ML live in your browserA small object-detection model trained on thousands of self-labelled boards, compressed to a few megabytes and run entirely client-side via ONNX Runtime Web. No server round trip.
  • Honest about the gapDifficulty is one dial — subtlety — and it makes defects harder for the model too. When it misses, you tap in, and see exactly where machine vision breaks down and why a person still stands at a real AOI station.
  • Daily board, leaderboards, field guideSame seed, same board on every device, so everyone can compare scores on the day's challenge. All-time leaderboards per mode, and an in-app field guide with a sample of every defect.
  • Free, installable, offline-firstAdd it to your home screen and play without a connection. The detector runs on-device, so no board images ever leave your browser.
  • 三道真实检测工序SPI 在任何元件贴装前检查锡膏印刷;AOI 扫描摄像头可见的每个焊点;AXI 用 X 光检测隐藏在 BGA 封装下的焊点。采用与真实产线相同的瑕疵分类体系。
  • 自带标注的电路板每块板由种子生成,并作为副产物附带像素级精确的真值标注框,因此游戏本身就是一套无需人工、可无限扩充的训练集。
  • Benchmark 模式:浏览器内实时运行的 ML一个基于数千块自标注电路板训练的小型目标检测模型,压缩至几 MB 并通过 ONNX Runtime Web 完全在客户端运行,无需服务器往返。
  • 坦然面对检测盲区难度只有一个变量 —— 细微程度 —— 它同样会让模型更难检出。当模型漏检时你可以介入,亲眼看到机器视觉在哪里失效,以及为什么真实 AOI 工位仍然需要人。
  • 每日挑战、排行榜与图鉴同一种子在所有设备上生成同一块板,人人都能比较当日成绩;每个模式都有全时段排行榜;内置图鉴为每种瑕疵配有样例。
  • 免费、可安装、离线优先添加到主屏幕后无需网络即可游玩;检测模型在设备端运行,电路板图像不会离开你的浏览器。
Progressive Web App渐进式网页应用 Computer vision / ML计算机视觉 · 机器学习 Procedural generation程序化生成 On-device inference (ONNX)端侧推理(ONNX) SPI · AOI · AXISPI · AOI · AXI
defecthunter.drevoiq.com →
CalorieScanner scan tab — camera and gallery buttons, today's total of 380 out of 2,540 kcal, plus hydration and protein progress bars
Scan
扫描
CalorieScanner meal result — a breakfast of coffee, hard-boiled eggs and toast: 380 kcal, a six-nutrient grid, per-item breakdown, health tip and a Log this meal button
AI result
AI 识别结果
CalorieScanner stats tab — six-week calorie bar chart against a 2,540 kcal goal, and macros as a percentage of daily value with over-limit warnings
Trends & macros
趋势与营养素

CalorieScanner

Live · free tier 已上线 · 免费使用 Range: consumer AI 跨界:消费级 AI

Why it matters: a consumer-facing AI product built end-to-end — vision model integration, multilingual UX, push notifications, PDF reporting and cloud backend — to demonstrate range beyond industrial tooling.

项目意义:一款从头到尾独立完成的消费级 AI 产品 —— 视觉模型集成、多语言体验、推送通知、PDF 报告与云端后台 —— 用以证明工业工具之外的产品能力。

Snap a photo, know your calories instantly — no food search, no barcode scanning. CalorieScanner is an AI-powered nutrition tracker that runs in the browser and installs to your home screen on iOS and Android. Point the camera at a meal and the AI model identifies what's on the plate — restaurant dishes included — and returns calories, protein, carbs, fat, sugar and sodium, an item-by-item breakdown and a short health tip, in seconds. One tap logs it against your daily goal.

拍一张照片,立刻知道卡路里 —— 无需搜索食物,也无需扫描条码。CalorieScanner 是一款 AI 驱动的营养追踪应用,在浏览器中运行,并可安装到 iOS 与 Android 主屏幕。将镜头对准餐点,AI 模型会识别盘中的食物(包括餐厅菜品),并在数秒内给出卡路里、蛋白质、碳水、脂肪、糖与钠的含量、逐项食材明细以及一条简短的健康建议。一键即可记录到当日目标中。

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Most trackers fail because logging is a chore; here the whole loop is photo → result → log, so the record actually gets kept. Everything else builds on that record: a calendar of every meal (with retroactive entry for the ones you forgot), one-tap hydration and protein logging, 7-day / 6-week / 6-month trend charts against your goal, a macro view that flags anything over your personal daily-value limits, and an Analyze button where the AI reads your own history and writes plain-language suggestions. Export any date range as a PDF report to share with a coach or doctor.

大多数饮食追踪应用之所以半途而废,是因为记录本身太繁琐;而在这里,整个流程只有"拍照 → 结果 → 记录"三步,记录才真正能坚持下来。其余功能都建立在这份记录之上:按日历回看每一餐(忘了记的可以补录到过去的日期)、一键记录饮水与蛋白质、7 天 / 6 周 / 6 个月的趋势图并对照目标线、以百分比显示各项营养素相对个人每日参考值并标出超标项,以及「分析」按钮 —— 由 AI 阅读你自己的记录,用通俗语言给出总结与建议。还可将任意日期范围导出为 PDF 营养报告,方便分享给教练或医生。

  • AI food scanCamera or gallery, auto-compressed before upload. Calories, six nutrients, a per-item breakdown and a health tip. Recognises when a photo isn't food and says so instead of guessing.
  • Water & protein in one tap150 / 250 / 500 / 750 ml hydration buttons and 1 / 5 / 10 / 20 g protein shortcuts, each with a progress bar toward your daily goal.
  • Trends & AI insightsCalorie and water charts over 7 days, 6 weeks or 6 months with a goal line; macros as % of daily value with over-limit flags; an AI-written review of your own data.
  • History & PDF reportsCalendar with dots on logged days, per-meal detail, retroactive logging, and PDF export for any date range — emailed to you or downloaded directly.
  • Goals that fit youAge, weight, height, sex and activity level produce a suggested calorie goal (Mifflin-St Jeor) — suggested, never forced. Calorie, water and per-macro targets are all editable.
  • Three languages, install anywhereEnglish, 简体中文 and 繁體中文 across the UI and the AI's replies. A progressive web app that installs to the home screen on iOS and Android, with an offline app shell and push reminders for meals, water and a daily summary.
  • AI 食物识别拍照或从相册选取,上传前自动压缩。返回卡路里、六项营养素、逐项食材明细与健康建议;若照片并非食物,会如实说明而不会胡乱猜测。
  • 一键记录饮水与蛋白质150 / 250 / 500 / 750 ml 饮水按钮与 1 / 5 / 10 / 20 g 蛋白质快捷键,各自配有朝向每日目标的进度条。
  • 趋势与 AI 洞察7 天 / 6 周 / 6 个月的卡路里与饮水图表并附目标线;各营养素按每日参考值百分比显示并标出超标项;由 AI 基于你自己的数据撰写分析。
  • 历史记录与 PDF 报告日历上以圆点标记已记录的日子,可查看每餐详情、补录过往日期,并将任意日期范围导出为 PDF —— 发送到邮箱或直接下载。
  • 贴合个人的目标根据年龄、体重、身高、性别与活动量给出建议卡路里目标(Mifflin-St Jeor 公式)—— 仅作建议,绝不强制套用。卡路里、饮水与各营养素目标均可自由修改。
  • 三种语言,随处可安装英文、简体中文、繁體中文覆盖界面与 AI 回复。作为渐进式网页应用,可安装到 iOS 与 Android 主屏幕,支持离线外壳缓存与用餐、饮水、每日总结的推送提醒。

Free accounts include 5 scans a day. Photos are analysed through Drevoiq's own server, so no AI keys ever reach your device. Nutrition values are AI-generated estimates, not medical or dietary advice.

免费账户每天可使用 5 次扫描。照片通过 Drevoiq 自有服务器进行分析,AI 密钥绝不会下发到你的设备。营养数值为 AI 生成的估算,不构成医疗或饮食建议。

PWA · installs on iOS & AndroidPWA · 可安装于 iOS 与 Android React Native · Expo AI food recognitionAI 食物识别 Nutrition tracking营养追踪 Push notifications推送通知 PDF reportsPDF 报告 EN · 简体 · 繁體
cs.drevoiq.com →

More projects will be added as they reach a shareable stage.

后续将持续添加更多项目。

Background 背景

Education & Certifications

教育与认证

Sep 20262026年9月

Project Management Professional (PMP)®项目管理专业人士认证(PMP)®

Project Management Institute (PMI)
美国项目管理协会(PMI)

Issued 21 Sep 2026 · Expires 21 Sep 2029 · Certification Number 45182792026年9月21日颁发 · 2029年9月21日到期 · 证书编号 4518279 Show credential →查看证书 →

Jul 20262026年7月

AWS Certified AI PractitionerAWS Certified AI Practitioner(AWS 认证 AI 从业者)

Amazon Web Services
亚马逊云科技(Amazon Web Services)

Issued Jul 2026 · Expires Jul 2029 · Credential ID ad34240536b3440c9825de6536ccbb8e2026年7月颁发 · 2029年7月到期 · 证书编号 ad34240536b3440c9825de6536ccbb8e Show credential →查看证书 →

Apr – Jul 20262026年4月 – 7月

Advanced Professional Certificate in Data Science & AI (SCTP)数据科学与人工智能高级专业证书(SCTP)

Nanyang Technological University · PaCE@NTU, SkillsFuture Career Transition Programme
南洋理工大学 · PaCE@NTU,SkillsFuture 职业转型计划

Python programming, data analytics, machine learning, big data engineering and AI, with real-world capstone projects.

涵盖 Python 编程、数据分析、机器学习、大数据工程与 AI,并完成真实场景的结业项目。

Issued Jul 2026 · Credential ID 79727522026年7月颁发 · 证书编号 7972752 Show credential →查看证书 →

Graduated Jul 20032003年7月毕业

Bachelor of Engineering (Mechatronics)工程学学士(机电一体化)

Nanyang Technological University, Singapore · Second Class Upper Honours
新加坡南洋理工大学 · 二等一级荣誉学位
Recent activity 近况

Recent Activity

近期动态

Sep 20262026年9月

Earned the PMP® (Project Management Professional) certification from PMI.

取得美国项目管理协会(PMI)颁发的 PMP®(项目管理专业人士)认证。

Sep 20262026年9月

Rebuilt this site as a professional portfolio — experience, skills, education and a downloadable resume alongside the project write-ups.

将本站重构为专业作品集 —— 在项目介绍之外,新增工作经历、技能、教育背景与可下载的简历。

Sep 20262026年9月

Launched Defect Hunter in public beta — a free PWA that turns real SMT quality-control inspection (SPI, AOI, AXI) into a procedurally generated, spot-the-defect game, plus a Benchmark mode where a live, in-browser ML model plays the AOI ladder itself.

发布 Defect Hunter 公测版 —— 一款免费的渐进式网页应用,将真实的 SMT 品质检测流程(SPI、AOI、AXI)转化为程序化生成的"找瑕疵"游戏;还新增 Benchmark 模式,由一个在浏览器中实时运行的机器学习模型自行挑战 AOI 关卡,当它未能检出瑕疵时,你可以介入协助。

Sep 20262026年9月

CalorieScanner now installs to the home screen on iOS and Android — Simplified and Traditional Chinese, push reminders, PDF nutrition reports, and one-tap hydration/protein logging.

CalorieScanner 现可作为渐进式网页应用(PWA)安装到 iOS 与 Android 主屏幕 —— 新增简体与繁體中文、用餐 / 饮水 / 每日总结推送提醒、任意日期范围的 PDF 营养报告,以及一键记录饮水与蛋白质。

Say hello 联系方式

Contact

联系

Open to BD, product, program / project management and engineering leadership roles in automated inspection, electronics manufacturing and applied AI.

欢迎洽谈自动化检测、电子制造与应用 AI 领域的业务拓展、产品、项目管理及工程管理类职位。