劉岦崱 · Nils — GenAI Solution Architect
I make GenAI
and AI Agents
production-ready.
Taking AI from prototype to production in regulated enterprises — with governance, observability, and cost-control.
I'm Nils (劉岦崱) — a GenAI Solution Architect and builder at a leading financial holding company in Taiwan. I architect and ship production GenAI systems in regulated environments. Previously, I consulted at a Swiss financial consulting firm (global financial services consulting) and served as a Management Associate at a Singapore-headquartered bank. I follow a Software 3.0 / generalization-first approach: reusable capabilities, standardized interfaces, and measurable evaluation loops over one-off prompt customization.
Global Trajectory
NTU — B.Sc. Chemistry
Graduated from National Taiwan University, building a rigorous scientific foundation.
TU Chemnitz — M.Sc. Chemistry
Pursued a Master's degree in Germany, gaining international academic and cross-cultural experience.
Groningen Univ. Visiting Researcher / Fraunhofer Intern
Conducted advanced materials and nano-synthesis research at a Nobel Laureate lab (Holland) and Fraunhofer (Germany).
Avancis GmbH — Int'l Project Specialist / PM (Germany)
Managed tech-transfer projects and pilot-line implementations, coordinating cross-border teams for automation acceptance.
DBS Bank — MA → DevOps Sr. Associate
Joined via Management Associate program. Led Python automation and ML enablement for 200+ staff.
Synpulse — Banking Tech Consultant
Consulted at a Swiss financial advisory firm; built the GenAI risk analytics module 'Narrator'.
Cathay United Bank — GenAI Architect
Lead architect of CathayGPT, the bank's first production GenAI app. Built overseas AI Agent platform. 6 patents granted.
Featured Prototypes
See how I build production-grade AI Agents — from concept to working demo.
AI KYC Agent — Autonomous Browser Automation
An AI Agent that controls the browser like a human to perform KYC verification — fully autonomous, fully audited.
Autonomous Agent
AI controls the browser like a human operator — zero manual intervention required.
Full Audit Trail
Every action is recorded with screenshots and structured audit logs for compliance.
Auto-Generated Report
A structured KYC report is automatically produced upon task completion.
Compliance-Ready
Built for regulated environments — governance and observability from day one.
News Sentiment Agent Team — Multi-Agent Research
An AI Agent Team that breaks language and time barriers — users discuss news with AI, which automatically collects, summarizes, cites sources, and exports or emails reports.
Multi-Agent Collaboration
Agent team members work together and can be infinitely expanded for new capabilities.
Cross-Language Research
Break language and timezone barriers — discover and analyze global news in any language.
Interactive Q&A
Chat with AI to drill down into stories, uncover related news, and ask follow-up questions.
Auto Summary & Export
AI collects info, summarizes with sources attached, and exports or emails the final report.
Insurance Life — Into the Mist (Lead Dev: Yen-Min Chiu)
A life simulation system that visualizes risk management and financial planning, mapping life's unexpected events to actual insurance claim logic.
Risk Visualization
Pre-warns of life events (like accidents or illness) so players can plan their safety nets in advance.
Actuarial Mapping
Dynamically maps unexpected events to real-world healthcare and insurance payout results.
Dynamic Age Engine
Accurately simulates changing income, family responsibilities, and risk probabilities over time.
Interactive Financial Education
Breaks down jargon barriers to provide an interactive experience with real-world claim logic.
AI Interview Assistant — Live Google Meet Participant (Lead Developer: Sunny Sun)
An AI Agent that joins Google Meet as a named participant, providing real-time interview support and automated meeting documentation.
Live Meeting Participation
AI joins Google Meet directly as a named participant — no plugins or screen capture needed.
Interview Workflow Support
Assists interviewers in real-time with structured scoring and summary feedback on candidates.
Auto Meeting Minutes
Automatically records the full conversation and generates exportable structured meeting summaries.
Multi-Interviewer Integration
Supports multiple interviewers simultaneously, synthesizing different perspectives and evaluations.
Services
Focused engagements designed to move fast and deliver measurable outcomes.
Consulting
I help leadership teams cut through AI hype and make confident, informed decisions. Expect a clear roadmap, not a slide deck.
Best for: strategy clarity, architecture review, build-or-buy decisions
AI strategy assessment, architecture blueprint, vendor evaluation, risk & governance framework, executive readout.
Rapid Prototyping
I build production-grade prototypes that prove what's possible — and what isn't. Your team inherits clean code and clear documentation.
Best for: proving value fast, de-risking before committing headcount
Working prototype, evaluation suite, cost model, handoff documentation, demo recording.
Enablement & Training
I run intensive, hands-on workshops tailored to your team's stack and skill level. No generic content — everything is built around your real problems.
Best for: upskilling engineering teams, internal AI champions
Custom workshop, hands-on labs, reference materials, follow-up Q&A session.
About
I'm Nils (劉岦崱) — a GenAI Solution Architect and builder at a leading financial holding company in Taiwan. I architect and ship production GenAI systems in regulated environments. Previously, I consulted at a Swiss financial consulting firm (global financial services consulting) and served as a Management Associate at a Singapore-headquartered bank. I follow a Software 3.0 / generalization-first approach: reusable capabilities, standardized interfaces, and measurable evaluation loops over one-off prompt customization.
Principles
The Bitter Lesson
Scale and compute win. I build systems that leverage foundation models rather than fight them.
Platform-First
One-off solutions don't survive. I design for reuse, governance, and team autonomy from day one.
Evaluation-Driven
If you can't measure it, you can't ship it. Rigorous evaluation is the foundation of every project I touch.
Stack & Skills
Credentials
Patents
6 granted (GenAI / Knowledge Graph / Data Query systems)
Award
1st Place — 2024 Enterprise Innovation Competition
Talks
iThome Hello World 2024 & 2025 (7 sessions), DevFest Taipei 2025
Certifications
PMP (Project Management Professional)
Education
NTU CS (MSc) · Quantic MBA · TU Chemnitz MSc · NTU BSc
Languages
Chinese (native), English, German, Japanese (basic)
Get in Touch
Whether you need a strategy session, a prototype, or a workshop — I'd love to hear about your challenge.