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jongmin-oh/README.md

Hello! Nice to meet you. ๐Ÿ‘‹

Jongmin Oh (์˜ค์ข…๋ฏผ)
a problem-first AI Product Engineer.
I lead with 0โ†’1 execution and fast prototyping
turning problems into working products quickly.

๐Ÿ‘จโ€๐Ÿ’ผ Career

  • AI Co-Founder @ Reppley (2022.10 โ€“ 2026.08) โ€” character-persona chatbot, built 0โ†’1
  • AI Engineer @ INDJ (2021) โ€” lyric emotion classification for music recommendation
  • AI Engineer @ atommerce โ€” emotional-support chatbot RONI
  • LIKELION AI program, 1st batch

๐Ÿ› ๏ธ Things I built

์œ„๋กœ ์ฑ—๋ด‡ ์˜ค๋ณต์ด โ€” empathetic comfort chatbot (graduation project)

  • Evolved retrieval across 4 versions: Elasticsearch โ†’ SBERT embeddings โ†’ Faiss PQ + ONNX uint8 (7ร— faster) โ†’ hybrid (BM25 + dense, RRF)
  • Hand-built a 35,363-sentence comfort dataset

๋„์Šค์ฒดํฌ โ€” burnout decision-support service for nurses (React 19 + TS)

ComfyUI API Server โ€” Stable Diffusion serving engine, open-sourced (GPL-3.0, Docker/CUDA)

๐Ÿค— Open Source โ€” 150K+ downloads on Hugging Face

๐Ÿ“ƒ Papers

  • ๋”ฅ๋Ÿฌ๋‹(BERT) + ๊ฐ์ • ์–ดํœ˜ ์‚ฌ์ „ ๊ฒฐํ•ฉ ์Œ์› ๊ฐ€์‚ฌ ๊ฐ์ • ๋ถ„์„ โ€” ํ•œ๊ตญ์ปดํ“จํ„ฐ์ •๋ณดํ•™ํšŒ, 2022.07

๐Ÿ… Patent

  • AI ๊ธฐ๋ฐ˜ ์ฑ—๋ด‡ ํ•™์Šต ๋ฐ์ดํ„ฐ ์ƒ์„ฑ ๋ฐฉ๋ฒ• โ€” KIPO 10-2757044 (registered 2025.01)

๐Ÿงฐ Skills

Python ยท FastAPI ยท AWS (Lambda/SAM ยท Redis ยท S3) ยท React BERT/Transformers ยท SBERT ยท Faiss/ONNX ยท RAG ยท Prompt Engineering ยท Stable Diffusion/ComfyUI

๐Ÿ“ซ Contact

Blog

Pinned Loading

  1. document-rag-qa-system document-rag-qa-system Public

    ๊ณต์‹ ์ •๋ถ€ ๋ฌธ์„œ๋ฅผ ๋ฐ”ํƒ•์œผ๋กœ ์‹ค์—…๊ธ‰์—ฌ ์งˆ๋ฌธ์— ์‰ฌ์šด ๋‹ต๋ณ€๊ณผ ์ถœ์ฒ˜๋ฅผ ์ œ๊ณตํ•˜๋Š” ํ•œ๊ตญ์–ด RAG QA ์‹œ์Šคํ…œ

    Python

  2. comfyUI-api-server comfyUI-api-server Public

    ComfyUI for API Serving

    Python 1

  3. empathy-boyfriend-chatbot empathy-boyfriend-chatbot Public

    ๊ณต๊ฐํ•ด์ฃผ๋Š” ๋‚จ์ž์นœ๊ตฌ ์ฑ—๋ด‡(sLLM generate)

    Python 6 7

  4. comfort-retrieval-chatbot comfort-retrieval-chatbot Public

    ์นด์นด์˜คํ†ก ์œ„๋กœ ์ฑ—๋ด‡ ์˜ค๋ณต์ด(PLM retrieval) Base on ET5

    Jupyter Notebook 9