Once I found defects.
Now I'm moving to build.
I spent 14+ years as a QA engineer. The seat I held most often was the pre-release meeting where someone asks, “is this safe to ship?” What I saw from that seat wasn't a list of defects - it was a map of everything that could go wrong wherever the product meets a user.
QA is often framed as the last gate. The real value I saw was somewhere else: which user scenario hurts most when it breaks, which deferred decision quietly accrues cost, where to place information so the decision-maker actually sees it. That sense isn't about finding defects - it's about how to build the product.
So I'm carrying that lens into building. ReleaseGate brings release decisions back to data; Frameboard preserves the conversation behind prioritization. The one I'm focused on most right now is DocuStory - an analysis engine that catalogs risk in Korean real-estate documents through rules, not LLMs. Open to the people and teams I can build alongside, while working on what to build, why, and how to validate it.
I try not to overclaim. If something hasn't been measured, I label it “not yet measured.” If something failed, I call it “a stopped decision.” The best inheritance from QA, I think, is honest record-keeping.
LinkedIn: @babblingjames
Working principles
How I work.
- 01
Risk is a feature.
Treat the worst-case scenario a user could meet as an input to feature design. A post-launch incident is a question that didn't get asked before launch.
- 02
Decisions leave a trace.
GO/HOLD, priorities, scope - every decision should be answerable six months later when someone asks "why did we do that?" Scores need to live alongside the conversation behind them.
- 03
Validation is a loop, not a ritual.
Testing isn't a one-time event before launch - it's a tool at every step that narrows a hypothesis. The reproducible-experiment instinct from QA carries into product discovery.
- 04
Tools belong inside the workflow.
Introducing a good tool matters less than connecting the workflow end to end first. The value of automation isn't in the tool - it's in a workflow that looks like there's no tool at all.
Trajectory
The path so far.
2010s - QA Engineer
Managing release risk across mobile, web, and embedded. Up close with where defects leak, who can stop them, and which decisions cause incidents.
2020s - Builder
Through QA Learning 101, James Company, and a range of side projects, moved into the seat that decides "what to build."
2026 - Product Builder, looking for the people to build with
Building ReleaseGate (release-decision SaaS) and Frameboard (open-source prioritization). Open to teams and people I can build alongside.
Career
Where I've worked.
14+ years across 9 companies as a QA engineer. Domain and what I worked on, in reverse chronological order. Current build and experiment work is covered separately in the Trajectory and Work sections above.
Day1 Company
QA Engineer
2025.11 - 2026.046 monthsLive class platform, education content
- ·0→1 QA team building - defined the role, the collaboration process, and accountability for quality.
- ·Standardized ticket and issue handling, test flow, and the release-gate design.
- ·Designed and built E2E automation along core user journeys, plus a steady regression-test cadence.
- ·Quality coverage across mobile, web, and backend to keep releases stable.
Openedges Sqaure
Web QA Engineer
2024.07 - 2025.101 year 3 monthsWeb-based Canvas2D service
- ·Owned the project end to end as a solo - OpenProject on-premise for security plus a custom workflow.
- ·Migrated Selenium to Playwright; E2E automation reached 93% coverage.
- ·Locust traffic load testing; Lighthouse auto-collected Web Vitals (TTFB · FCP · LCP · CLS).
- ·Daily automated regression via Allure Dashboard.
- ·Redesigned OpenProject bug types and workflows - duplicate issues down 11.81%, team efficiency up 30%.
- ·Built a Python + OpenAI Embedding API tool that flags near-duplicate Jira issues.
Asleep에이슬립
Head of QA · Quality Management Representative (QMR)
2022.06 - 2024.021 year 9 monthsSleep data, digital therapeutics (DTx)
- ·Built the QA team and ran quality-education sessions across the company and per team.
- ·Moved test cases from spreadsheets onto a Qase-based test management system.
- ·Owned QA across B2C Sleep Routine (Hybrid → Native migration), B2B Survey (hospitals), and B2H SomMind (DTx).
- ·Auto-created Jira issues from GitHub state; set up issue monitoring on Sentry · Datadog · GA.
- ·As QMR - ISO 13485:2016 quality system design plus MFDS certification and innovative-medical-device designation.
- ·Ran the Sleep Routine booth at CES 2023 and handled global partner conversations (Laneige).
Riiid뤼이드
Senior QA Engineer → Head of QA
2021.02 - 2022.051 year 4 monthsAI education (Santa for TOEIC, AI:R MATH, Riiid for Classroom)
- ·0→1 build of the US-based QA team - hiring loop on Lever / HackerRank, multiple US QA hires.
- ·Localized the Korean QA practice so it could run jointly with the US R&D org.
- ·Web/Mobile automation framework on Appium · Cypress · Selenium (TypeScript).
- ·BrowserStack cross-browser plus CI-stage automation triggers in GitHub Actions for a Fail-safe flow.
- ·Unified OpsGenie · Sentry · Datadog · Grafana and designed the on-call process.
- ·After the QA system landed, issue lead time dropped 20% and QA satisfaction stayed above 4.7.
- ·QA lead during the KRW 200B SoftBank funding round.
Virtusize Korea버츄사이즈
Technical Sales Engineer
2019.08 - 2021.011 year 6 monthsB2B SaaS for apparel size recommendation
- ·Live monitoring of the Virtusize feature inside fashion-client storefronts; issue reports written in real time.
- ·Product crawler / scraper plus SQL-based integrity checks on size match and fit results.
- ·Weekly / monthly coverage, usage, and purchase-conversion analytics; client meeting reports.
- ·Worked on API-integration projects and competitor benchmarking in and outside Korea.
- ·EN → KO translation and QA across the full Virtusize service copy.
NeoLAB Convergence네오랩컨버전스
SQA Engineer
2017.07 - 2019.072 years 1 monthSmart pens and educational devices (firmware included)
- ·Smart-pen functional QA and stroke-data transmission protocol testing (firmware-level).
- ·Pen-tip spec reviews plus on-site production quality oversight at the Chinese factory.
- ·Final pre-shipment QA on the sound pen and the kids' beam projector.
- ·SQA on the Neo Notes and Moleskine Notes apps (Android · iOS · Windows UWP).
- ·Defect-rate, swap-rate, and per-part issue analysis from CS/AS data (Python + Excel).
Lionbridge Korea라이언브릿지코리아
Localization Engineer / Developer
2014.11 - 2017.062 years 8 monthsMulti-language localization (Samsung, LG, Oracle, NHN, and others)
- ·Java-based bulk file processing tools; Excel macros for translation management automation.
- ·Designed and implemented a small translator wired into Azure API plus the internal glossary.
- ·Led CAT tool intake testing and internal training.
- ·Multilingual QA on software, mobile apps, user guides, subtitles, and medical documents.
- ·CLI-based QA automation checkpoints; investigated snapshot-comparison integration tests.
Infiniq인피닉
QA Engineer
2014.02 - 2014.109 monthsSQA on LG smartphones, domestic and overseas
- ·Functional QA on built-in apps - Wi-Fi, Bluetooth, music / video, calls, GPS, DMB, and more.
- ·Non-functional testing - power draw, sustained-use response, compatibility, and portability.
- ·First hands-on QA role; started learning structured testing process from scratch.
HANCOM한글과컴퓨터
QA Engineer (Intern)
2011.11 - 2012.057 monthsMobile office (ThinkFree)
- ·QA on ThinkFree Mobile 5.5/6.0 Write · Calc · Show and Office Write.
- ·Functional behavior, rendering, and file-compatibility testing on the Android editor / viewer apps.
- ·Multilingual environment (KO / EN / JP / CN) UI and rendering tests; document-format layout checks.
- ·Hands-on with Bugzilla bug reporting; first taste of QA process.
Publications
Published and presented.
Two books published, one talk at QA Korea Conference, plus several lightning talks elsewhere. The ebook is no longer for sale; the print edition remains available.
반드시 알아야 할 품질과 코딩(Korean)
Book아직 잘 알려지지 않은 SQA 엔지니어의 세계(Korean)
BookQA Korea Conference 1st - Speaker
QA Korea Conference
Talk