6 years in Python software engineering — APIs, knowledge graphs, and real-time
trading systems. 3 years prior in telecom R&D at Nokia. Based in Cebu, Philippines.
Authored 50+ multi-step agentic developer workflows (Bash, Linux, Docker) to stress-test and
benchmark AI coding models in realistic terminal environments.
2024
Oct 2024 – Present
Seoul, South Korea
Outlier — powered by Scale AI
AI Trainer
Contributed to LLM training data pipelines by engineering Python-based datasets and adversarial
prompts targeting code generation, tool use, and API reasoning capabilities.
Work History
2023
Aug 2023 – Aug 2024
Seoul, South Korea
OrbitHoldings Co., Ltd.
Senior Software Engineer
Led backend development of a community crypto arbitrage trading platform using Python/Django,
from inception to deployment.
Architected a high-availability platform handling thousands of concurrent API calls using
Postgres and MongoDB.
Integrated WebSockets for real-time data streaming using Redis.
Reduced API response time by 60% through Redis caching, Redis Queue, and Celery task scheduling.
2022
Jan 2022 – Jul 2023
Seoul, South Korea
MOS (주) 엠오에스에이
Senior Software Engineer
Developed custom knowledge graph builders for 5 key clients (Samsung, KB Card, Shinhan Card),
leveraging Neo4j to structure complex data.
Managed the full development lifecycle including planning, graph database development, and
deployment to client production sites.
Took ownership of legacy Korean NLP software, ensuring business continuity.
2019
Apr 2019 – Jan 2022
Seoul, South Korea
DFRC Group
Deputy Backend Lead / Software Engineer
Spearheaded end-to-end development: sensor integration, core Python software, and Django APIs
consumed by the frontend.
Designed system architecture with the CTO; led a 4-person backend team managing work plans, task
delegation, and code reviews.
Owned full deployment lifecycle to both cloud and on-premise client servers.
Contributed to AngularJS frontend and streamlined project management with issue tracking and
communication processes.
2018
Mar 2018 – Feb 2019
Cebu, Philippines
Dynameyes, Inc.
Software Engineer
Implemented RESTful APIs for FinTech AML compliance solutions using Python/Django/DRF with
MongoDB.
Built multiple Slack bots with Flask (automated standup reports), reducing administrative
overhead.
Maintained and enhanced an integrated Workplace bot using Ruby on Rails.
2014
Jul 2014 – Aug 2017
Manila, Philippines
Nokia Networks
R&D Engineer
Led delivery of C/C++ features for DoCoMo across the TDD LTE/3G product line, owning the full
cycle from spec review to unit testing.
Drove defect reduction by identifying root causes in production across a large-scale telecom
codebase.