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  • Seoul, South Korea
  • 03:11 (UTC +09:00)
  • LinkedIn in/mandu5

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@neordinary-7-team @JakSimFriend

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mandu5/README.md

Youngmin Ko

Forward Deployed Engineer at KRAFTON, Seoul. I put AI to work inside real teams and measure it before anyone relies on it.

Highlights

  • Took a marketing-reporting tool into internal production: data validation and server stabilization; the team estimated its monthly reporting work fell from 60 hours to 5
  • Lead developer of an internal meeting-automation service: recording, transcription and minutes, from hackathon prototype to internal launch
  • Data and evaluation for a player-support AI: labeled 31,000+ Chinese tickets (87% in a random audit) and analyzed 1.44M tickets to size what AI should take on
  • Sole-author research: the widely cited 31% metric disagreement is below its 50% chance level · project page
  • Invited panelist, KodeRunner 2026 by KakaoBank: an FDE panel with OpenAI and Toss · KakaoBank tech blog

Open source

jobradar Reads job postings in full and grades them against your own rubric with Claude Code
sessionreel Claude Code session log → 30–60 second recap video · PyPI
claude-drift Replays your Claude Code sessions on a new model to show what changed · PyPI
jevcompat Conformance suite for Jev-compatible API servers · four open-source servers shipped fixes from its reports within three days

mandu05.com · rhdudals0505@naver.com

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  1. jobradar jobradar Public

    A daily job search that runs itself: scrape the boards, grade every posting against your own rubric with Claude Code, get one email. Korean boards + global ATS.

    Python 3

  2. jevcompat jevcompat Public

    A testable spec and conformance suite for Jev-compatible (TypeSafe System One) API servers — with a normalising proxy, a reference mock and a GitHub Action.

    Python 1

  3. sessionreel sessionreel Public

    Turn a Claude Code session log into a 30-60 second recap video. Local, redacted, no API key.

    Python