Junhong Kim

Generative AI Team Lead SK Siltron

South Korea
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Summary

👤
Senior
🎓
Top School
Junhong Kim is a Generative AI Team Lead with a Ph.D. in Machine Learning and nine years of experience building production-grade AI systems for enterprise manufacturing. At SK Siltron he architected and shipped a fully in-house generative AI platform—combining LLMs, VLMs, custom multi-agent RAG, layout-aware visual parsing, and optimized low-latency inference—to turn fragmented corporate PDFs, slides, and transcripts into decision-ready knowledge services. Previously at Samsung Electronics he led domain-specific RAG and LLM optimization for semiconductor use cases, including real-time EUV overlay map retrieval and AI-driven etch recipe advisors validated in production. He’s skilled at bridging infrastructure, reasoning, and data—designing everything from training pipelines for vision retrievers to distributed H200 GPU clusters and prompt-compression strategies for cost-efficient inference. A detail that’s not obvious: he deliberately avoids off-the-shelf frameworks, preferring bespoke architectures that tightly integrate vision and language for high-stakes, explainable enterprise workflows.
code8 years of coding experience
bookDoctor of Philosophy - PhD, Machine learning, Industrial Engineering, Doctor of Philosophy - PhD, Machine learning, Industrial Engineering at 고려대학교
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Github Skills (6)

algorithm10
data-structures10
algorithms10
java10
sorting-algorithms10
testing3

Programming languages (4)

JavaJavaScriptJupyter NotebookPython

Github contributions (5)

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Contributions:11 commits, 9 pushes, 1 branch in 1 month
Tabbygray/Capstone_Group_4

Mar 2023 - Aug 2023

2023 1학기 종합설계 4조
Contributions:4 PRs, 8 pushes, 3 branches in 5 months
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Junhong Kim - Generative AI Team Lead SK Siltron