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.
Engineering Talent Development · AI Automation · Cross-Functional Delivery
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.
01 — About
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
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.
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.
Designing and shipping collaborative AI agents that streamline business operations and turn one-off prompts into reliable, repeatable automation.
Replacing manual, error-prone operations with RPA, n8n, Zapier, and custom scripts. Workflows I've shipped have reduced manual hours by 70%+.
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
Sep 2025 — Present
Taipei
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.
Oct 2016 — Sep 2025 · 9 years
Taipei
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.
Apr 2021 — Aug 2023 · 2 years 5 months
Taipei
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.
Sep 2019 — Mar 2021 · 1 year 7 months
Taipei / Japan
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.
Feb 2017 — Jul 2020 · 3 years 6 months
Taipei
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.
Jun 2015 — Sep 2016 · 1 year 4 months
New Taipei
Industrial Design Engineer
Industrial design for ICT products with early IoT/Arduino prototyping work.
Jul 2014 — Jun 2015 · 1 year
Taipei
Industrial Designer
Product design across wearables, gaming peripherals, household electronics, mobile power, and 3C accessories.
Jun 2012 — Aug 2012 · 3 months
New Taipei
Industrial Design Intern
User research, customer journey work, and VGA product R&D support.
04 — Selected Work
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.
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.
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.
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.
Volunteer Front-End Engineer
Open-source accessibility project making math content more accessible. Front-end development, UI implementation, and accessibility-focused UX improvements.
Detailed case studies coming soon.
05 — Teaching
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
Information Systems Training Program
2021 — 2023
Instructor
Corporate Training
2021 — 2024
Expert Panel Member
Accessibility Expert Forum
06 — Skills & Tools
07 — Credentials
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
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
National Taiwan University of Science and Technology
B.Des, Industrial and Commercial Design · 2009 — 2013
08 — Contact
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.comandy19910102@gmail.com
anshenghuang
Portfolio
enn.design
Location
Taipei, Taiwan