

open to APM/ PM roles · 2027

now · jun 2026 – present
Scrambo, Product & Strategy
- Analyzed 10+ AI video-editing competitors and 30+ creator/realtor workflows to define Scrambo's ICPs, user journeys, and product positioning around faster, prompt-based video editing.
- Recruited 20 beta testers and interviewed target ICPs to build, test, and iterate MVP direction, uncover workflow pain points, and prioritize 5 AI editing features across captions, cuts, b-roll, and creator controls; translated beta feedback into MVP success criteria.
- Owned the web app integration vertical for Scrambo's open-source API by converting 3 technical API workflows into creator-facing product flows for footage upload, prompt submission, and generated output review.
summer 2025 · jun – aug
Cotality
+16%prediction accuracy
on high-value home cost models, via BigQuery/Tableau dashboards and LightGBM.
spring 2025 · apr – jun
CodeLab × Snap


50K+interactions, week one
across AR lens experiences, guiding roadmap, usability and accessibility criteria.
summer 2024 · jun – aug
VNG Corporation
-25%payment inquiries
after redesigning Webshop payment flows and their integration architecture.
school notes
UC Davis
Minor in Technology Management.
Certificate in Machine Learning Foundations, Cornell (online), Aug 2025.
Favorite classes: Research in HCI, Artificial Intelligence, Intro to Entrepreneurship, Marketing for Tech Enterprise, DSA.
project · mar – jun 2025
UC Davis Libbot
A RAG chatbot for the UC Davis Library: scraped 200+ LibGuide pages into a custom search system on Llama 3 via Ollama for real-time academic Q&A.
+30% search accuracy
project · Uber Global Hackathon
AidShield
A medical wallet for universally accessible health support, aligned with the WHO Triple Billion Target.
Top 30 global finalist team
project · game development
MomFury
A top-down game exploring playful worlds, enemy personalities, animation systems, and combat.
2 project documents
project · gaming research
Mobalytics
A 2-game player-psychology and market analysis comparing competitive PUBG Mobile with the social world of Play Together.
2 mobile games analyzed
Sep 2024 – Nov 2024 · Snap extern
Meow Hypnosis
1st-place winner of Snap's Fall 2024 AR Lens Challenge, reaching 10,000+ users in its first week.
1st AR Lens Challenge place
project · spatial interface
VRUI
A launcher interface concept for VR systems and spatial computing environments.
postcard
Say hi
Product enthusiast who loves building thoughtful tools. I’d love to connect.


















