Wisp Guide
Independent product builder · Current
Built a bilingual relationship self-insight product end-to-end: guided assessment, deterministic result logic, analytics, authentication, payment operations, AI-personalization architecture, and deployment. Tracked funnel snapshot: 101 starts, 70 completions, 8 purchase requests.
Personal Intelligence Lab
Analytics system · In development
Guided data workspace for quality checks, preparation, analysis, and decision-ready reporting.
Applied AI prototypes
Classification · Telegram automation
Practical experiments in evaluated classification, LLM integration, human review, APIs, and messaging-first automation.
Field Interviewer · Myanmar Survey Research
2023
Collected structured responses in real environments and worked directly with research participants.
Customer Service · Byblos
2018–2019
Customer-facing service, communication, and practical problem handling.