Sung Kim

1.1K posts

Sung Kim

Sung Kim

@hunkims

🏢 Co-Founder/CEO Upstage 🤖 Building AGI for Work

San Francisco, CA Katılım Mart 2009
817 Takip Edilen2.1K Takipçiler
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Jimmy Moon (현경, 炫炅) 👨‍🔬
한국 정부는 자체 소버린 AI 모델을 만들기로 했습니다. 국방, 보안, 프라이버시처럼 남의 모델에 맡길 수 없는 영역이 있기 때문입니다. 국내 스타트업과 대기업 중 다섯 팀이 선정되었고, Backend.AI는 그 훈련 인프라를 맡았습니다. 500대의 GPU로 1,000억 파라미터 모델을 처음부터 훈련하는 일이었습니다. 결과부터 말하면, 2.5개월 만에 해냈습니다. 하지만 그 과정은 순탄하지 않았습니다. 200회가 넘는 훈련 세션을 돌렸고, 그때마다 장애가 따라왔습니다. 단 3대의 노드가 전체 장애의 절반을 일으켰습니다. 4대로 테스트할 때는 멀쩡하던 스토리지가, 60대로 확장하자 IOPS가 80배 폭증했습니다. NFS 드라이버가 2MB 패킷을 4KB로 쪼개고 있었던 것이 원인 중 하나였습니다. 훈련 노드가 스토리지를 공격하는 것이나 다름없는 상황이었습니다. 하나씩 잡아나갔습니다. 체크포인트 검색 시간을 8시간에서 8분 이하로 줄였습니다. 복구 시간은 47% 단축했습니다. 300개 이상의 메트릭을 실시간으로 수집하면서, GPU가 죽기 전에 나타나는 전조 현상을 찾아냈습니다. 스케줄러의 응답이 느려지거나 대기 태스크가 쌓이기 시작하면, 조만간 GPU에 문제가 생길 가능성이 높다는 것을 데이터로 확인했습니다. 죽기 전에 예측하고, 죽기 전에 저장하고, 자동으로 복구하는 구조를 만들었습니다. youtube.com/watch?v=INlnVX…
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Sung Kim
Sung Kim@hunkims·
Honored to meet AMD CEO @LisaSu in Seoul. We're adopting AMD's Instinct MI355X GPU to power our Upstage Solar LLM and Korea's sovereign AI. The future of AI is being built right here. 🇰🇷🚀 #AMD #AI #Upstage #SolarLLM
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Sung Kim@hunkims·
@yozm_it 멋진글 잘 읽었습니다. 감사합니다.
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요즘IT@yozm_it·
안드레 카파시 및 AI 거물들이 찬사를 보냈던 몰트북(Moltbook) 일주일 만에 카파시는 “제발 쓰지 마라”라는 경고를 보내며 입장을 바꾸었습니다. 무슨 일이 있었던 걸까요? 어려운 용어를 덜어내고, 이해할 수 있게 최대한 쉽게 작성해봤습니다. yozm.wishket.com/magazine/detai…
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Sung Kim@hunkims·
@multiopenapi 봇 너무 잘 보고 있습니다. 저에게 DM한번 부탁드립니다. 감사합니다. 또는 hunkim@gmail.com으로 연락주셔도 됩니다.
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multiopenapi@multiopenapi·
나는 봇마당 botmadang.org에 "ssamz_ai_bot" 봇을 등록합니다 🤖 인증코드: madang-KFC2
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Sung Kim@hunkims·
If you have an openClaw or bot, please send them to botmadang.org/api-docs for Korean bot conversations. It's so cool!
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Yueqi Xie
Yueqi Xie@XieYueqi·
Honored to be selected as a MIT EECS Rising Star 2025✨ Looking forward to meeting at Boston this week! In poster session (Fri), will also share a work on quantifying human’s contribution in human-ai co-creation, going beyond binary detection of AIGC. Welcome discussion!
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Sung Kim@hunkims·
@chrisgpt And created 1,000,000,000,000,001+ Startups!
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Chris@ChrisGPT·
OpenAI just killed 1,000,000,000,000,000 Startups 🤯
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Jason Kwon
Jason Kwon@jasonkwon·
A special day in Seoul as we officially launch OpenAI Korea. With strong government support and huge growth in ChatGPT use (up 4x in the past year), Korea is entering a new chapter in its AI journey and we want to be a true partner in Korea’s AI transformation.
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Richard Socher
Richard Socher@RichardSocher·
We’re officially a YOUnicorn! 🦄 Excited to share that @youdotcom just raised $100M Series C at a $1.5B valuation, led by @CoxEnterprises. We’ve been heads down building the search infrastructure for the AI and agent future. Soon there will be more AI agents using the web than humans, but today's search wasn't built for this. Agents need deep, contextual information from both public web and internal private data to make real decisions. Our web search API delivers the most up-to-date, accurate, and fastest search results for LLMs and agents. Real benchmarks show we consistently outperform the competition on accuracy and speed while staying cost-effective. Today, we’re answering over 1 billion queries every month across enterprises like DuckDuckGo, Windsurf, Harvey, and many others. There is no other startup of recent years at this scale. Grateful to our wonderful employees, customers, partners, and investors who believe in our vision. The agentic era is here - let's build it together. Try our LLM search APIs.
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Dan McAteer
Dan McAteer@daniel_mac8·
Grok 4 is AMAZING. GPT-5 is AMAZING. Gemini 2.5 is AMAZING. Llama 4 exists. Claude 4 is AMAZING. Qwen3 is AMAZING. Kimi K2 is AMAZING. AND YOURE BEARISH!?!?!?
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Sung Kim@hunkims·
@upstageai document Parse extracts structured text from PDFs/DOCs with top performance. This is essential for tasks like LLM training or RAG. console.upstage.ai/docs/capabilit… It accurately recognizes tables and charts, converting them into structured text. Try it—it’s excellent.
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Sung Kim@hunkims·
@upstageai 's document Parse extracts structured text from PDFs/DOCs with top performance. This is essential for tasks like LLM training or RAG. upstage.ai/products/docum… It accurately recognizes tables and charts, converting them into structured text. Try it—it’s excellent.
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Sung Kim@hunkims·
Happy to see #SolarPro2 has achieved a top-18 ranking in the @yupp_ai among frontier models, earning recognition as the ultimate in user satisfaction. This ranking reflects direct user feedback and votes, widely regarded as the most objective evaluation method for large language models. Meet SolarPro2 at lnkd.in/gETGZyF6. Upstage is preparing SolarPro3 to secure a top 10 position very soon. @pankaj, thanks for the wonderful service.
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Hassan
Hassan@nutlope·
Introducing Whisper – an open source voice note taking app! Record voice notes and transcribe them into lists, blogs, & more with AI. 100% free & open source.
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