I started in Hong Kong with dual LLB + BBA degrees at HKU, did a magna cum laude master's in Strategy & International Management at St. Gallen with a GenAI thesis on LLMs, agents, alignment, and governance, exchanged in Bogotá and Santiago, led an NGO in Guatemala, consulted out of Beijing with Accenture (market-entry strategy, Oracle ERP migration, ML revenue modeling) and Shanghai with PwC (SAP system integration), and joined Amazon as a Business Analyst in Luxembourg before rotating to the L5 PM II role in London in 2023.
My background compounds into how I build with AI. Legal training (HKU LLB) shapes the way I write specs and structure prompts — AI as systems operating inside explicit rules, authorities, and validation layers. Strategic + consulting training (St. Gallen Master's, Accenture, PwC) shapes the MECE problem decomposition, the customer-back planning under ambiguity, and the structured prompting habit that turns vibe-coding into rigor. Multilingual + cross-continent operating range (six natural languages, three continents) shapes how I read AI behavior across languages and locales — and is part of why I built Verba. PM craft shapes how I scaffold agentic teams, the knowledge bases they ground in, and the pipelines they run on. Together, this is how the in-production agentic system above went from idea to live in two weeks.
working thesis
The next decade of AI is won by the teams that make capability claims honest. Capabilities are the input. The eval loop is the product.
Claude Certified Architect – Professional · 2026
PMP · Above Target in all 3 domains · 2026
AWS Certified Generative AI Developer – Professional · 2026
AWS Certified Solutions Architect – Associate · 2026
5× AWS certified · incl. Developer, AI & Cloud Practitioner
Professional Scrum Master
PMP prep ran as a one-day build: a calibrated drill engine plus adversarial QA, then Above Target in all three domains of the 2026 exam.
leadership · cross-functional programs · DEI
- Cross-functional program ownership — coordinated production-ML rollouts across 5+ stakeholder teams (PM, SDE, ML research, operations) on EU-wide footprint · two-pizza-team structure. Owned BRDs, launch artifacts, and eval loops; coordinated through stakeholder leads on each launch. Led the 4-person build team behind the agentic platform; up to 20 teams now run my internal tools without me, including production- and legal-critical workflows.
- Operational rigor — owned Correction-of-Error post-incident reviews read at VP level; written runbooks and SLO-style targets on live network migrations; program-managed carrier-facing tooling used by up to 50,000 carriers across the EU.
- Mentorship track record — coached 1 intern and mentored 2 to full-time return offers; every intern and direct mentee to date received one, through company-wide hiring freezes. Coached through both technical execution and PM-craft skill development.
- Cross-cultural delivery — operated and shipped across 3 continents and 6 natural languages: consulting tenure in Beijing (Accenture) and Shanghai (PwC), master's-era programs in Latin America, current EU operations leadership.
- ERG involvement — active in Glamazon and the Asian & Latino affinity groups at Amazon. Diversity is a leadership lens, not a checkbox.
- NGO leadership — led Niños de Xela for one year. Sustainable agricultural-product diversification and long-term business-model design with underprivileged indigenous women in Quetzaltenango, Guatemala. Main speaker and point of contact during in-country fieldwork; organized fundraising events.
master's thesis · st. gallen · 2024
A systems view of generative AI in no-code / low-code development — built around LLMs, agents, alignment, and governance rather than prompt theater.
Supervisor: Dr. Edona Elshan · graded magna cum laude
50K+reddit entries · chained pipeline
3pillars · LLMs · agents · governance
Pydanticagent coordination layer
