customer signals → systems → better decisions
no wasted motion.
CS engineer turned business operator.
Currently completing a Master in Management across UC Berkeley Haas, EDHEC Paris, and SKKU GSB.
I work where customer problems, data, product, and operations overlap.
Mostly interested in:
- customer signals
- AI-enabled workflows
- internal tools
- product feedback loops
- systems that remove friction
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Onboarding, support, health signals, escalation paths, implementation blockers, and post-sales workflows. |
Agents, automations, structured extraction, internal tooling, and lightweight operational systems. |
Feedback, behavior, dashboards, friction, and the patterns hiding underneath. |
Maki People customer signals, SaaS operations, product feedback
AB InBev Europe business intelligence, automation, regional reporting
Zolostays product discovery, marketplace behavior
Independent AI workflows, internal tools, experimental systems