An-Sheng Huang

Engineering Talent Development · AI Automation · Cross-Functional Delivery

I design the systems that scale engineering teams.

I'm An-Sheng Huang — PMP-certified project manager, senior engineering instructor at NTU, and full-stack builder. Over nine years I designed and delivered the training programs that produced 1,000+ working engineers. Today I work as AI Project Manager at Klook, leading agent rollouts and automation initiatives across international operations teams.

CurrentlyAI Project Manager · Klook
Based inTaipei, Taiwan

01 — About

Cross-disciplinary by design.

I work at the intersection of engineering talent development, AI automation, and cross-functional project delivery. The throughline across nine years: taking ambiguous goals — “train this cohort,” “automate this workflow,” “ship this product” — and turning them into systems that work without me.

I designed and delivered the React, Next.js, Vue, React Native, and Python tracks of NTU's flagship Information Systems Training Program, training 1,000+ working engineers since 2016. In parallel, I delivered advanced corporate training inside the Wistron group through Wistron ITS. The work was never “teach a class” — it was curriculum architecture, cohort kickoffs, capstone programming, industry-panel facilitation, and the operational discipline that makes a year-long learning journey actually finish.

Today that same playbook drives my role as AI Project Manager at Klook: leading agent rollouts and automation initiatives across international operations teams. PMP-certified, comfortable with senior stakeholders and cross-functional delivery, and equally at home writing the system, training the people, and running the events that take a program through to launch.

02 — What I Do

Five things I'm useful for.

  • 01

    Engineering Talent Development

    Nine years as senior lecturer at NTU and corporate L&D architect at Wistron ITS. Curriculum architecture, cohort programming, capstone facilitation, and the operational discipline that takes a learning journey through to launch.

  • 02

    AI Project Management

    PMP-certified. Cross-functional delivery of AI and automation programs across engineering, product, operations, and L&D teams — requirement alignment, change management, stakeholder onboarding, post-launch enablement.

  • 03

    AI Agents & Workflows

    Designing and shipping collaborative AI agents that streamline business operations and turn one-off prompts into reliable, repeatable automation.

  • 04

    Process Automation

    Replacing manual, error-prone operations with RPA, n8n, Zapier, and custom scripts. Workflows I've shipped have reduced manual hours by 70%+.

  • 05

    Full-Stack Development

    End-to-end web apps with React, Next.js, Vue, Node, and Python — front-end UI, back-end APIs, database integration, cloud deployment.

03 — Experience

From industrial design, through nine years training engineers, to AI automation.

  1. Sep 2025 — Present

    Taipei

    Klook

    Consultant, Efficiency Enhancement

    Operating as AI Project Manager

    Leading AI agent and automation rollouts across international operations teams. End-to-end ownership from requirement alignment, through cross-functional delivery, to team-side enablement.

    • Drove cross-functional AI and automation rollouts across international operations teams — requirement alignment, stakeholder onboarding, change management, and post-launch enablement.
    • Designed and shipped collaborative AI agents that turned manual, repeat-heavy operations into reliable, repeatable workflows.
    • Led AI-driven, high-volume data workflows with a strong focus on accuracy and operational reliability.
    • Built RPA flows that replaced time-consuming manual operations and significantly reduced error rates.
    • Authored operational guidelines and onboarding documentation so the systems survive ownership changes.
    Change ManagementAI AgentsRPACross-Functional DeliveryData Workflows
  2. Oct 2016 — Sep 2025 · 9 years

    Taipei

    National Taiwan University

    Senior Lecturer — Engineering Talent Development

    Designed and delivered the engineering talent curriculum for NTU's flagship Information Systems Training Program — cohorts of 30–40 working engineers, end-to-end ownership from architecture through capstone.

    • Trained 1,000+ working engineers over nine years; owned cohort kickoffs, capstone events, and industry-guest panels — the full operational rhythm of a year-long program.
    • Architected and taught the modern-web curriculum: React.js, Next.js, React Native, Vue.js, and Python — including OpenAI integration and AI-assisted development workflows.
    • Pioneered AI tools in programming education — GitHub Copilot, Cursor, Claude AI — translating fast-moving practice into structured, repeatable learning.
    • Led hybrid online/offline course formats and full NTU COOL integration for online publishing.
    Engineering L&DCurriculum DesignCohort FacilitationReactNext.jsVuePython
  3. Apr 2021 — Aug 2023 · 2 years 5 months

    Taipei

    Wistron ITS (WITS)

    Corporate L&D Architect — Engineering Training Programs

    Project-based engagement

    Designed and delivered advanced engineering training programs inside the Wistron group (500+ employee enterprise context) across React, Vue, Node, and Python tracks.

    • Built advanced React.js + Node.js back-end curriculum: routing, shared component architecture, state management, lifecycle hooks.
    • Integrated Firebase Cloud Firestore + Storage and deployment on Vercel / AWS Lightsail into hands-on labs.
    • Designed the Python track end-to-end: web scraping, Flask REST APIs, data visualization, Linebot development.
    Corporate L&DCurriculum DesignReactVueNode.jsPython
  4. Sep 2019 — Mar 2021 · 1 year 7 months

    Taipei / Japan

    Fordays Co., Ltd.

    Project Manager & Full-Stack Engineer

    Project-based engagement, Taiwan branch of Japan HQ

    Owned the mobile app stack end-to-end — React Native front end, Node.js back end, payment integration, and millions of daily records.

    • Shipped a React Native app to both iOS App Store and Google Play.
    • Integrated TapPay and CTBC payment gateway with SMS-based 3D Secure verification.
    • Built membership features: order management, organization chart, bonus, recurring purchase, add-on flows.
    • Handled daily data transfer involving millions of records.
    React NativeNode.jsPaymentsProject Management
  5. Feb 2017 — Jul 2020 · 3 years 6 months

    Taipei

    Kyosei.ai

    Co-Founder & Full-Stack Engineer

    Co-founded a technical education and outsourced development company. Led the Code Judger system and client projects for major ICT brands and universities.

    • Led project management and front-end development for the Code Judger system.
    • Led the Node.js + Express back-end team: router logic, auth, response procedures.
    • Migrated portions of the database from MySQL to Firebase Cloud Firestore.
    • Designed and integrated a real-time interactive code editor and a data visualization dashboard.
    • Delivered client projects: gaming product site for a major ICT brand, Linebot systems, university student management.
    Co-FounderNode.jsFirebaseReact
  6. Jun 2015 — Sep 2016 · 1 year 4 months

    New Taipei

    Wistron

    Industrial Design Engineer

    Industrial design for ICT products with early IoT/Arduino prototyping work.

    • Created industrial design concepts balancing usability, manufacturability, and visual identity.
    • Developed IoT and Arduino-based prototype concepts for early-stage product exploration.
    • Partnered with engineering teams on design-to-production transitions.
    Industrial DesignIoTPrototyping
  7. Jul 2014 — Jun 2015 · 1 year

    Taipei

    RELIIS Branding Service

    Industrial Designer

    Product design across wearables, gaming peripherals, household electronics, mobile power, and 3C accessories.

    • Research, sketching, CAD, mockups, and qualitative testing across the design process.
    • Detail improvement, waterproof design, manufacturing planning, IMD, and CMF.
    Industrial DesignCMFProduct Research
  8. Jun 2012 — Aug 2012 · 3 months

    New Taipei

    MSI — Micro-Star International

    Industrial Design Intern

    User research, customer journey work, and VGA product R&D support.

    • Conducted user research and customer journey research.
    • Proposed color plans and surface treatment directions.
    • Created concept sketches and 3D model presentations.
    InternshipUser ResearchIndustrial Design

04 — Selected Work

A few projects worth a closer look.

  • Case 01 / 2025 — PresentDetail · WIP

    Collaborative AI Agents at Klook

    Lead — design, implementation, rollout

    A suite of collaborative AI agents that streamline cross-team operations and turn large-scale data workflows into reliable, repeatable automation.

    AI AgentsRPAData WorkflowsInternal Tools
  • Case 02 / 2017 — 2020Detail · WIP

    Code Judger System

    Co-Founder · Front-end + Back-end Lead

    An online code-judging platform with a real-time interactive editor, an auth/response engine on Node + Express, and a Firestore-backed analytics dashboard.

    Node.jsFirebaseReactEdTech
  • Case 03 / 2019 — 2021Detail · WIP

    Fordays Mobile App

    Project Manager · Full-Stack Engineer

    A React Native membership app shipped to iOS and Android, integrated with TapPay + CTBC payment, SMS-based 3D Secure, and handling millions of daily records.

    React NativeNode.jsPaymentsMobile
  • Case 04 / 2016 — 2025Detail · WIP

    NTU Programming Curriculum

    Senior Lecturer · Curriculum Designer

    Designed and taught the React, Next.js, Vue, React Native, and Python tracks of NTU's Information Systems Training Program — including OpenAI integration and AI-assisted development workflows.

    CurriculumReactVuePythonTeaching
  • Case 05 / 2026 — PresentDetail · WIP

    Coseeing — Access8MathWeb

    Volunteer Front-End Engineer

    Open-source accessibility project making math content more accessible. Front-end development, UI implementation, and accessibility-focused UX improvements.

    AccessibilityOpen SourceVolunteer

Detailed case studies coming soon.

05 — Teaching

Nine years training working engineers.

Nine years designing and delivering engineering talent programs at NTU's Information Systems Training Program and the Wistron group through Wistron ITS — curriculum architecture, cohort kickoffs, capstone facilitation, and the operational discipline that takes a year-long learning journey through to launch. Plus four years on Taiwan's NCC Accessibility Expert Panel.

  • 2016 — 2025

    Senior Lecturer

    National Taiwan University

    Information Systems Training Program

    React.js & Next.jsVue.jsReact NativePythonOpenAI IntegrationAI-Assisted Development
  • 2021 — 2023

    Instructor

    Wistron ITS

    Corporate Training

    React.js advanced patternsNode.js back-endVue.js architecturePython (scraping, REST, Linebot)
  • 2021 — 2024

    Expert Panel Member

    National Communications Commission

    Accessibility Expert Forum

    Web accessibility standardsGovernment-site accessibility testingDrafting Taiwan accessibility guidelines

06 — Skills & Tools

The stack I work in.

  • AI & Automation

    • AI Agents
    • Claude Code
    • Codex
    • RPA (影刀)
    • n8n
    • Zapier
    • OpenAI APIs
  • Web & Frameworks

    • React
    • Next.js
    • Vue.js
    • React Native
    • Tailwind CSS
    • HTML / CSS
  • Programming

    • JavaScript
    • TypeScript
    • Python
    • Node.js
    • Express.js
  • Cloud & Data

    • Firebase / Firestore
    • Supabase
    • Google Cloud
    • Vercel
    • AWS Lightsail
    • Zeabur
  • Workflow

    • Git / GitHub
    • Agile / PMP
    • Technical Writing
    • Cross-functional Collaboration

07 — Credentials

Certifications, recognition, education.

Certifications

  • PMP — Project Management Professional

    PMI

  • Microsoft Certified: Azure Fundamentals (AZ-900)

    Microsoft

  • Microsoft Certified: Azure AI Fundamentals (AI-900)

    Microsoft

  • Microsoft Certified: Security, Compliance, Identity Fundamentals (SC-900)

    Microsoft

  • Programming in HTML5 with JavaScript and CSS3

    Microsoft

Recognition

  • Top 10 Finalist — LINE HACK 2018

    LINE

  • Honorable Mention — Young Designers' Award

    TDA

  • Silver Award — NTUST Installation Art Competition

    NTUST

  • Bronze Award — PQI i-Design Competition

    PQI

Education

  • National Taiwan University of Science and Technology

    B.Des, Industrial and Commercial Design · 2009 — 2013

08 — Contact

Open to AI Project Management, L&D, and engineering leadership roles.

I'm currently exploring opportunities at the intersection of engineering talent development, AI automation, and cross-functional delivery — especially roles where curriculum architecture, change management, and the operational discipline to ship transformation matter.

If you're building something interesting, I'd love to hear about it.

andy19910102@gmail.com